<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="brief-report" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging</journal-id>
<journal-title>Frontiers in Aging</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging</abbrev-journal-title>
<issn pub-type="epub">2673-6217</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1292040</article-id>
<article-id pub-id-type="doi">10.3389/fragi.2023.1292040</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Markers and mechanisms of death in <italic>Drosophila</italic>
</article-title>
<alt-title alt-title-type="left-running-head">Tower</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fragi.2023.1292040">10.3389/fragi.2023.1292040</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tower</surname>
<given-names>John</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/37407/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff>
<institution>Molecular and Computational Biology Section</institution>, <institution>Department of Biological Sciences</institution>, <institution>University of Southern California</institution>, <addr-line>Los Angeles</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/928677/overview">Hong Qin</ext-link>, University of Tennessee at Chattanooga, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/139133/overview">Mark A. McCormick</ext-link>, University of New Mexico, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1181019/overview">Hongjie Li</ext-link>, Baylor College of Medicine, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: John Tower, <email>jtower@usc.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>4</volume>
<elocation-id>1292040</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>09</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Tower.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Tower</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>Parameters correlated with age and mortality in <italic>Drosophila melanogaster</italic> include decreased negative geotaxis and centrophobism behaviors, decreased climbing and walking speed, and darkened pigments in oenocytes and eye. Cessation of egg laying predicts death within approximately 5&#xa0;days. Endogenous green fluorescence in eye and body increases hours prior to death. Many flies exhibit erratic movement hours before death, often leading to falls. Loss of intestinal barrier integrity (IBI) is assayed by feeding blue dye (&#x201c;Smurf&#x201d; phenotype), and Smurf flies typically die within 0&#x2013;48&#xa0;h. Some studies report most flies exhibit Smurf, whereas multiple groups report most flies die without exhibiting Smurf. Transgenic reporters containing heat shock gene promoters and innate immune response gene promoters progressively increase expression with age, and partly predict remaining life span. Innate immune reporters increase with age in every fly, prior to any Smurf phenotype, in presence or absence of antibiotics. Many flies die on their side or supine (on their back) position. The data suggest three mechanisms for death of <italic>Drosophila</italic>. One is loss of IBI, as revealed by Smurf assay. The second is nervous system malfunction, leading to erratic behavior, locomotor malfunction, and falls. The aged fly is often unable to right itself after a fall to a side-ways or supine position, leading to inability to access the food and subsequent dehydration/starvation. Finally, some flies die upright without Smurf phenotype, suggesting a possible third mechanism. The frequency of these mechanisms varies between strains and culture conditions, which may affect efficacy of life span interventions.</p>
</abstract>
<kwd-group>
<kwd>aging</kwd>
<kwd>biomarker</kwd>
<kwd>falls</kwd>
<kwd>death dance</kwd>
<kwd>intestinal barrier integrity</kwd>
<kwd>cause of death</kwd>
<kwd>eye aging</kwd>
<kwd>video assay</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institute on Aging<named-content content-type="fundref-id">10.13039/100000049</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Genetics, Genomics and Epigenomics of Aging</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Whereas there is no universally accepted definition of aging, one commonly accepted operational definition of aging is a progressive decline in intrinsic physiological function, leading to an age-dependent decrease in rates of survival and reproduction (<xref ref-type="bibr" rid="B29">Flatt, 2012</xref>). The mechanism(s) for decline in physiological function leading to increased death rate remain unclear. One way to address this question is to determine cause(s) of death, and investigate whether these causes of death might result from common or unique declines in physiological function. In 2021, the top 10 causes of death in United States of America were &#x23;1 heart disease, &#x23;2 cancer, &#x23;3 COVID-19, &#x23;4 unintentional injuries, &#x23;5 stroke, &#x23;6 lung disease, &#x23;7 Alzheimer disease (AD), &#x23;8 diabetes, &#x23;9 liver disease, and &#x23;10 kidney disease (<xref ref-type="bibr" rid="B108">Xu et al., 2022</xref>), and each of these causes has age as a major risk factor. <italic>Drosophila melanogaster</italic> is a major research organism for study of aging, due to its short life span and tractable genetics and molecular biology (<xref ref-type="bibr" rid="B98">Tower, 2019</xref>; <xref ref-type="bibr" rid="B16">Clancy et al., 2022</xref>). Recent studies provide insight into markers and mechanisms of death in <italic>Drosophila</italic>, and their potential similarities, or lack thereof, to causes of death in humans. Analysis of death mechanisms in <italic>Drosophila</italic> may provide insight into underlying aging mechanisms in <italic>Drosophila</italic> and other organisms.</p>
</sec>
<sec id="s2">
<title>2 Parameters that correlate with increased age and rate of death</title>
<p>Multiple behavioral, physiological and molecular parameters have been identified that change with age in <italic>Drosophila</italic>. Parameters assayed in groups of flies can show correlation with age, whereas assay of individual flies is required to demonstrate the ability of a parameter to predict death. Correlated parameters include negative geotaxis behavior (climbing away from gravity), centrophobism behavior (preferential exploration of the outer edges of the container), and walking speed, each of which decreases with age in males and females (<xref ref-type="bibr" rid="B33">Grotewiel et al., 2005</xref>; <xref ref-type="bibr" rid="B38">Jahn et al., 2011</xref>; <xref ref-type="bibr" rid="B40">Jones and Grotewiel, 2011</xref>; <xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>). The decreased walking speed is reported to be a major driver of the decreased negative geotaxis behavior (<xref ref-type="bibr" rid="B80">Rhodenizer et al., 2008</xref>). Impairment of negative geotaxis behavior with age is accelerated in <italic>Drosophila</italic> models of Parkinson&#x2019;s disease (PD) (<xref ref-type="bibr" rid="B81">Riemensperger et al., 2013</xref>) and AD (<xref ref-type="bibr" rid="B12">Chakraborty et al., 2011</xref>; <xref ref-type="bibr" rid="B38">Jahn et al., 2011</xref>; <xref ref-type="bibr" rid="B65">Mhatre et al., 2014</xref>), and correlates with reduced life span. Finally, blocking apoptosis in ensheathing glia in the brain improved maintenance of negative geotaxis behavior with age, and slightly increased life span (<xref ref-type="bibr" rid="B92">Sheng et al., 2023</xref>). These studies are consistent with a causal role for neurodegeneration in the age-associated loss of negative geotaxis behavior, similar to the &#x23;7 AD cause of death in humans.</p>
<p>Another parameter that correlates with age in males and females is accumulation of brown age pigment in the oenocytes, which are highly metabolically active liver-like cells containing numerous mitochondria (<xref ref-type="bibr" rid="B62">Makki et al., 2014</xref>; <xref ref-type="bibr" rid="B100">Tower et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Huang et al., 2019</xref>). Studies in mammals implicate incomplete lysosomal degradation of damaged mitochondria in the generation of age pigments (<xref ref-type="bibr" rid="B32">Gray and Woulfe, 2005</xref>). Pigments in the male and female <italic>Drosophila</italic> eye also become darker with age (<xref ref-type="bibr" rid="B100">Tower et al., 2014</xref>; <xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>). Markers of cell death, including increased caspase activity and nuclear DNA fragmentation, increase with age in muscle and fat-body tissue (<xref ref-type="bibr" rid="B115">Zheng et al., 2005</xref>). Finally, <italic>Drosophila</italic> heart function deteriorates with age, including systolic and diastolic dysfunction and increased arrhythmia (<xref ref-type="bibr" rid="B9">Blice-Baum et al., 2019</xref>), similar to the &#x23;1 heart disease cause of death in humans listed above; however, unlike humans, continued regular pumping of the <italic>Drosophila</italic> heart is not required for survival.</p>
</sec>
<sec id="s3">
<title>3 Markers occurring proximal to death</title>
<p>Several changes and phenotypes have been observed to occur in individual flies in the days or hours immediately prior to death.</p>
<sec id="s3-1">
<title>3.1 Egg laying cessation</title>
<p>Egg laying progressively decreases with age, and its cessation is predictive of death of an individual female within approximately 5&#xa0;days. <xref ref-type="bibr" rid="B75">Rauser et al., 2005</xref> reported egg laying declined rapidly in the 5&#xa0;days prior to death, with most, but not all, flies declining to zero eggs within 1&#x2013;3&#xa0;days prior to death (<xref ref-type="bibr" rid="B75">Rauser et al., 2005</xref>). <xref ref-type="bibr" rid="B82">Rogina et al. (2007)</xref> also reported rapid decline in the 5&#xa0;days prior to death, with an average of 0.2 eggs at 2&#xa0;days prior to death, and zero eggs at 1&#xa0;day prior to death. Curtsinger compared data from two inbred laboratory strains, four outbred laboratory strains, and three recently collected wild-type stocks (<xref ref-type="bibr" rid="B21">Curtsinger, 2020</xref>). The average number of days of survival for individual flies after the last egg ranged from 2.4&#xa0;days for one inbred strain, to 9.5&#xa0;days for one wild-type stock, with an average over all strains of 4.7&#xa0;days.</p>
</sec>
<sec id="s3-2">
<title>3.2 Eye and body fluorescence changes</title>
<p>Green autofluorescence in the eye and body of male and female <italic>Drosophila</italic> increases several hours prior to death, and continues to increase after death (<xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>). Similarly, when GFP expression is targeted to the retinal tissue of adult male and female flies, GFP fluorescence increases several hours prior to death, and continues to increase after death ((<xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>); see video Clip 1 and Clip 2). In <italic>C. elegans</italic> and mammals, cell death has been associated with increased green autofluorescence resulting from altered subcellular localization and redox-sensitive changes in the fluorescence of flavins (<xref ref-type="bibr" rid="B58">Levitt et al., 2006</xref>; <xref ref-type="bibr" rid="B74">Pincus et al., 2016</xref>). Retinal cell death is therefore one candidate for the origin of the increased green autofluorescence observed prior to death of the fly. Indeed, progressive retinal degeneration and photoreceptor cell death during aging are particularly apparent in the <italic>w[1118]</italic> reference strain, which lacks normal eye pigments (<xref ref-type="bibr" rid="B28">Ferreiro et al., 2017</xref>). The mechanism for the increased fluorescence of GFP targeted to the retina is currently unclear, but conceivably could be due to alterations in subcellular localization associated with retinal cell death. The increased green autofluorescence and transgenic GFP fluorescence in the <italic>Drosophila</italic> retina has not yet been specifically correlated with any independent markers of cell physiology or cell death, and this may be an useful area for future research.</p>
<p>Consistent with the ability of <italic>Drosophila</italic> eye fluorescence changes to predict imminent death, the eye has been reported to be a diet-sensitive regulator of life span. When <italic>w[1118]</italic> strain flies were maintained on a low-yeast diet, strong visible light shortened life span, and this effect was absent on a high-yeast diet (<xref ref-type="bibr" rid="B90">Shen et al., 2019</xref>). In turn, constant darkness extended life span on a high-yeast diet, and these effects were absent on a low-yeast diet (<xref ref-type="bibr" rid="B35">Hodge et al., 2022</xref>). Because the high yeast protein diet decreases life span, one possibility is that the negative effects of strong visible light and high yeast protein act through the same pathway (<xref ref-type="bibr" rid="B90">Shen et al., 2019</xref>).</p>
<p>Notably, changes in the optical and structural properties of the eye have emerged as promising predictive biomarkers of physiological age, neurodegenerative disease progression, and risk of death in male and female humans. Drusen is an autofluorescent pigment containing proteins derived from blood and retinal epithelial cell debris (<xref ref-type="bibr" rid="B7">Bergen et al., 2019</xref>). Fluorescence imaging of the human eye reveals increased drusen abundance in the retina of AD patients (<xref ref-type="bibr" rid="B4">Ashok et al., 2020</xref>; <xref ref-type="bibr" rid="B94">Singh and Verma, 2020</xref>). Optical coherence tomography reveals thinning of the retinal nerve fiber layer and macular ganglion cell layer in patients with reduced cognitive function and AD (<xref ref-type="bibr" rid="B45">Kesler et al., 2011</xref>; <xref ref-type="bibr" rid="B104">Ward et al., 2020</xref>). Finally, machine learning models based on images of the fundus and retina provided a predictive biomarker for mortality risk (<xref ref-type="bibr" rid="B1">Ahadi et al., 2023</xref>; <xref ref-type="bibr" rid="B117">Zhu et al., 2023</xref>). In summary, increased autofluorescence in the retina has emerged as a predictive biomarker of death in <italic>Drosophila</italic>, and as a marker of the &#x23;7 AD cause of death in humans, consistent with the idea that neurodegeneration may be a cause of death in <italic>Drosophila</italic> as well as in humans.</p>
</sec>
<sec id="s3-3">
<title>3.3 Loss of rhythmic behavior and spikes in circadian gene expression</title>
<p>One way that <italic>Drosophila</italic> activity rhythms can be assayed is by using activity monitors, where fly activity is measured by the frequency at which the movement of the fly disrupts an infrared light beam. Activity monitors revealed periods of increased arrhythmic behavior prior to death in <italic>Drosophila</italic> (<xref ref-type="bibr" rid="B57">Levine et al., 2002</xref>). Both male and female <italic>Drosophila</italic> exhibit reduced strength of sleep:wake cycles and more fragmented sleep with age, similar to changes observed in humans (<xref ref-type="bibr" rid="B48">Koh et al., 2006</xref>). Zhao et al. examined male flies containing transgenic luciferase reporters for the circadian regulatory genes <italic>timeless</italic> and <italic>period</italic> (<xref ref-type="bibr" rid="B113">Zhao et al., 2018</xref>). They found that whereas reporter expression declined with age, as expected, there was a surprising spike in expression that lasted approximately 3&#x2013;4&#xa0;days, and was centered approximately 3&#x2013;4&#xa0;days prior to death. These flies also became completely arrhythmic over a period of 3.7 &#xb1; 0.1&#xa0;days before death, and therefore the spike in gene expression corresponded to a final loss of rhythmic movement. Null mutation of <italic>period</italic> caused reduced negative geotaxis behavior, neurodegeneration and shortened life span, consistent with a possible causative role for loss of rhythmic function in <italic>Drosophila</italic> death (<xref ref-type="bibr" rid="B49">Krishnan et al., 2009</xref>). Notably, disruptions in circadian rhythms are causally implicated in the &#x23;1 heart disease, &#x23;2 cancer, and &#x23;7 AD causes of death in humans (<xref ref-type="bibr" rid="B14">Chellappa et al., 2019</xref>; <xref ref-type="bibr" rid="B71">Olejniczak et al., 2023</xref>).</p>
</sec>
<sec id="s3-4">
<title>3.4 Bouts of abnormal behavior and falls to supine position</title>
<p>There have long been anecdotal reports in the <italic>Drosophila</italic> research community that flies exhibit periods of abnormal behavior prior to death, sometimes referred to as a &#x201c;death dance&#x201d;. Video analysis has proven to be a powerful method for assay of <italic>Drosophila</italic> behavior, aging and death (<xref ref-type="bibr" rid="B118">Zou et al., 2011</xref>). In an elegant study, Gaitanidis et al. performed longitudinal analysis of over 1,000 individual male and female flies using video recordings (<xref ref-type="bibr" rid="B31">Gaitanidis et al., 2019</xref>). They found two general trajectories for the deterioration of motor function with age. Some flies became progressively incapacitated over several days before death (termed &#x201c;illderlies&#x201d;), whereas others became incapacitated only several hours before death (termed &#x201c;wellderlies&#x201d;). Both trajectories were observed to converge on a terminal state with stereotypical signs of functional collapse followed by death within &#x223c;3&#xa0;h. Common features observed included decreased walking and climbing speed, leg joint defects (leg permanently extended or retracted; see Movie 2), climbing defects including falls to a supine position, and a terminal phase typically associated with permanent supine position (see Movie 3). Notably, many flies, in particular among the &#x201c;wellderlies&#x201d;, exhibited bouts of increased locomotor activity that lasted up to 2&#xa0;h, and peaked about 5&#xa0;h prior to death. These bouts involved increased walking behavior, increased climbing efforts often associated with falls, seizure-like events, and &#x201c;paradoxical&#x201d; behaviors including rearing up with front-leg boxing movements followed by a fall to supine position (see Movie 1). No significant sex differences in terminal behaviors were observed. Supine behavior is also predictive of impending death in male medflies (<italic>Ceratitis capitata</italic>), where temporary supine behavior began on average 16&#xa0;days prior to death, and time spent in supine position increased exponentially until death (<xref ref-type="bibr" rid="B72">Papadopoulos et al., 2002</xref>).</p>
<p>Tower et al. used two synchronized video cameras to track male and female <italic>Drosophila</italic> movement through 3D space (<xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>). Several flies were analyzed as they died from normal aging, and several young flies were placed in empty vials, and tracked as they died from dehydration/starvation. Tracking was conducted using either reflected visible light, reflected infrared light, or fly fluorescence using flies containing fluorescent transgenic reporter constructs. Old flies exhibited reduced total movement, negative geotaxis and centrophobism behaviors relative to young flies, as expected. The frequency of directional heading changes (FDHC) was calculated to measure erratic movement. Notably, the majority of the flies exhibited one or more bouts of erratic movement 0&#x2013;8&#xa0;h prior to death, as indicated by spikes in FDHC, and sometimes leading to falls to supine position (<xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>).</p>
<p>Supine behavior is consistent with a deterioration in nervous system function. Supine behavior can be promoted in young <italic>Drosophila</italic> by mutations that disrupt brain function (<xref ref-type="bibr" rid="B2">Akitake et al., 2015</xref>; <xref ref-type="bibr" rid="B86">Sakakibara et al., 2018</xref>), as well as by traumatic brain injury (<xref ref-type="bibr" rid="B44">Katzenberger et al., 2013</xref>; <xref ref-type="bibr" rid="B55">Lee et al., 2019</xref>; <xref ref-type="bibr" rid="B85">Saikumar et al., 2020</xref>). Several mutations in mitochondrial genes and ion channel genes result in the bang-sensitive phenotype, where the impact of the fly against a surface causes seizure-like activity, paralysis and supine position (<xref ref-type="bibr" rid="B26">Fergestad et al., 2006</xref>). Notably, old wild-type flies often exhibit a bang-sensitive phenotype, and this might be induced by a fall. A fly in supine position cannot access water or food, and even in young flies a lack of water and food results in death within 24&#x2013;48&#xa0;h (<xref ref-type="bibr" rid="B88">Schriner et al., 2013</xref>; <xref ref-type="bibr" rid="B73">Parkash et al., 2014</xref>; <xref ref-type="bibr" rid="B99">Tower et al., 2019</xref>). As discussed above, supine position is commonly observed at death for <italic>Drosophila</italic> (see <xref ref-type="fig" rid="F1">Figure 1D</xref>). Here, &#x223c;200 flies were scored for position at death, and this analysis yielded 23% upright, 42% supine, and 35% on side.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Positions of flies at death. All flies were photographed after death. <bold>(A&#x2013;C)</bold> <italic>Metchnikowin-GFP</italic> strain flies maintained continuously on food supplemented with 2.5% wt/vol blue dye &#x23;1 to reveal potential Smurf phenotype. <bold>(A)</bold> Upright position at death, Smurf phenotype. <bold>(B)</bold> Upright position at death, (no Smurf phenotype). Please note that reflected light from the intensely blue food can produce some light blue color on the image of the fly, as observed on the underside of the abdomen. The lighting was positioned to reduce this effect to the smallest area possible. <bold>(C)</bold> Scoring Smurf phenotype in dead flies. The flies were removed from the media and washed with PBS to remove blue food residue from the surface of the flies, and photographed on black paper. The fly on the left is non-Smurf, recovered from an upright position, the fly on the right is Smurf, recovered from a side position. <bold>(D)</bold> Flies maintained on normal media. The fly on left exhibits supine position at death. The fly on right exhibits upright position at death.</p>
</caption>
<graphic xlink:href="fragi-04-1292040-g001.tif"/>
</fig>
<p>In summary, erratic movement, falls and supine behavior are indicative of nervous system deterioration and are predictive of death in <italic>Drosophila</italic>, similar to the &#x23;4 unintentional injuries and &#x23;7 AD causes of death in humans. These observations are again consistent with the idea that neurodegeneration may be a cause of death in <italic>Drosophila</italic> as well as in humans.</p>
</sec>
<sec id="s3-5">
<title>3.5 Loss of IBI and the smurf assay</title>
<p>Aging-associated deterioration in human IBI, sometimes referred to as &#x201c;leaky gut&#x201d;, is implicated in intestinal disease, chronic systemic inflammation, and neurodegeneration (<xref ref-type="bibr" rid="B89">Shemtov et al., 2022</xref>). Loss of IBI can also be detected in <italic>Drosophila</italic>, and is associated with increased risk of death. In 2011, Rera, Walker and coworkers introduced the &#x201c;Smurf&#x201d; assay, in which <italic>Drosophila</italic> flies are fed a high concentration (2.5% wt/vol) of the non-absorbable blue dye &#x23;1 (<xref ref-type="bibr" rid="B78">Rera et al., 2011</xref>). In healthy flies, the blue dye is limited to the lumen of the gut, which can be readily observed through the translucent cuticle. However, in a subset of flies, the blue dye is observed throughout all the tissues of the head (including eyes, antennal lobes and proboscis), thorax (including flight muscle and legs), and throughout the abdomen, indicating a loss of IBI and leakage of the dye into the circulatory system (for examples of Smurf, see <xref ref-type="fig" rid="F1">Figure 1A</xref>; <xref ref-type="fig" rid="F2">Figure 2A</xref>). The incidence of the Smurf phenotype was assayed in females, and found to increase with age (<xref ref-type="bibr" rid="B78">Rera et al., 2011</xref>), and a follow-up study reported that female Smurf flies had a median life span of 5.5&#xa0;days or less (<xref ref-type="bibr" rid="B79">Rera et al., 2012</xref>). Clark et al. described criteria for scoring a &#x201c;partial&#x201d; Smurf, characterized by less intense blue staining of tissues, but still with detectable blue dye in tissues of both the head and the thorax (<xref ref-type="bibr" rid="B17">Clark et al., 2015</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Increased expression of innate immune reporters with age is observed in every fly, in the absence of the Smurf phenotype. Flies were maintained continuously on food supplemented with 2.5% wt/vol blue dye &#x23;1 to reveal potential Smurf phenotype. Live flies were anesthetized with CO<sub>2</sub> gas, wings were removed to facilitate positioning, and flies were imaged on a white flypad surface using Leica MZFLIII fluorescence microscope. Images are visible light (upper panels), GFP fluorescence (middle panels), and visible/GFP overlay (lower panels). <bold>(A)</bold> <italic>Drosomycin</italic>-GFP reporter strain. Three female flies are imaged. y &#x3d; young, 15&#xa0;days; m &#x3d; middle-aged, 35&#xa0;days. Note increased GFP in the middle-aged fly in the absence of Smurf phenotype; each of 30 additional middle-aged female and male flies scored showed similar increase in GFP in the absence of Smurf phenotype. The female on the right exhibits Smurf phenotype without detectable increase in GFP. <bold>(B)</bold> <italic>Metchnikowin-GFP</italic> reporter strain. Four non-Smurf flies are imaged, with females on the left and males on the right. The upper two flies are a young female and male (y &#x3d; young, 7&#xa0;days), and the lower two flies are middle-aged female and male (m &#x3d; middle-age, 37&#xa0;days), as indicated. Note increased GFP in the middle-aged flies in the absence of Smurf phenotype; each of 60 additional middle-aged male and female flies scored showed similar increase in GFP in absence of Smurf phenotype. <bold>(C)</bold> Quantification of <italic>Drosomycin</italic>-GFP reporter. Non-Smurf flies were imaged as in <bold>(A)</bold>. y &#x3d; young, 15&#xa0;days, n &#x3d; 3. m &#x3d; middle-aged, 35&#xa0;days, n &#x3d; 6. GFP fluorescence was quantified in the head using Image J. Unpaired, two-sided <italic>t</italic>-test <italic>p</italic> &#x3d; 0.0057.</p>
</caption>
<graphic xlink:href="fragi-04-1292040-g002.tif"/>
</fig>
<p>Certain early studies suggested that every female <italic>Drosophila</italic> fly undergoes the transition to Smurf phenotype prior to death (<xref ref-type="bibr" rid="B17">Clark et al., 2015</xref>; <xref ref-type="bibr" rid="B101">Tricoire and Rera, 2015</xref>; <xref ref-type="bibr" rid="B63">Martins et al., 2018</xref>). However, more recent studies reveal that the majority of female and male flies die without ever undergoing Smurf, and that in some strains the Smurf phenotype is completely absent in males. Landis et al. assayed 284 individually-housed female flies continuously throughout their life span for Smurf phenotype, including partial Smurf, with every-other-day scoring of live flies, as well as scoring of dead flies (<xref ref-type="bibr" rid="B51">Landis et al., 2021a</xref>). Flies scored as Smurf when alive were dead at the next scoring in every case, and therefore the data indicated that Smurf phenotype robustly predicts death within 48&#xa0;h or less. Notably, they found that only 40/284 female flies (14%) exhibited Smurf phenotype prior to or at death. In a large-scale and comprehensive study, Bitner et al. assayed 1982 individually-housed male and female flies continuously throughout their life span for Smurf phenotype, including partial Smurf, with every-day scoring of live and dead flies (<xref ref-type="bibr" rid="B8">Bitner et al., 2020</xref>). The majority of flies scored as Smurf were dead within 24&#xa0;h or less. They found that only 22% of males and 34% of females exhibited Smurf phenotype prior to or at death. Therefore, whereas Rera and coworkers recently stated that their data &#x201c;unequivocally show that every female <italic>Drosophila</italic> dies as a Smurf&#x201d; (<xref ref-type="bibr" rid="B112">Zane et al., 2023</xref>), that conclusion is not consistent with the results from multiple other groups. Finally, Regan et al. reported that Smurf phenotype is completely absent throughout the life span of males of the <italic>wDah</italic> strain, and is present only at very low frequencies in males of the <italic>w[1118]</italic> strain (<xref ref-type="bibr" rid="B76">Regan et al., 2016</xref>). In summary, taken together, the data indicate that the Smurf phenotype is a robust biomarker of impending death, but only for a subset of flies.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Predictive hsp biomarkers of remaining life span in young flies</title>
<p>Certain biomarkers can be assayed in individual young or middle-aged flies, and partly predict subsequent life span. For example, the heat shock protein genes <italic>hsp70</italic> and <italic>hsp22</italic> are induced in response to acute heat stress or oxidative stress, and are also upregulated during normal aging (<xref ref-type="bibr" rid="B47">King and Tower, 1999</xref>; <xref ref-type="bibr" rid="B107">Wheeler et al., 1999</xref>; <xref ref-type="bibr" rid="B70">Morrow and Tanguay, 2015</xref>). <italic>hsp70</italic> encodes a cytoplasmic chaperone, and is upregulated during aging in all tissues, with preferential expression in flight muscle. <italic>hsp22</italic> encodes a mitochondrial chaperone, and is upregulated during aging in all tissues, with preferential expression in nervous system and oenocytes. <italic>hsp22</italic> is also upregulated by mutations that disrupt mitochondrial function and during the mitochondrial unfolded protein response (<xref ref-type="bibr" rid="B27">Fernandez-Ayala et al., 2010</xref>; <xref ref-type="bibr" rid="B100">Tower et al., 2014</xref>). Transgenic reporters with <italic>hsp70</italic> or <italic>hsp22</italic> promoters driving GFP or DsRED were quantified in individual male flies at young (10 and 20&#xa0;days) and middle-age (30&#xa0;days) time points, and were partially predictive of remaining life span (<xref ref-type="bibr" rid="B110">Yang and Tower, 2009</xref>). The observation that expression of the genes encoding the cytoplasmic chaperone <italic>hsp70</italic> and the mitochondrial chaperone <italic>hsp22</italic> are both indicative of the individual animal&#x2019;s remaining life span is consistent with a causative role for proteostasis disruption in <italic>Drosophila</italic> aging and mortality (<xref ref-type="bibr" rid="B67">Moehle et al., 2019</xref>; <xref ref-type="bibr" rid="B87">Santra et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Francisco et al., 2020</xref>). Similarly, proteostasis disruption is causally implicated in each of the top 10 causes of death in humans, including &#x23;1 heart disease (<xref ref-type="bibr" rid="B36">Hofmann et al., 2019</xref>), &#x23;2 cancer (<xref ref-type="bibr" rid="B11">Brancolini and Iuliano, 2020</xref>), &#x23;3 COVID-19 (<xref ref-type="bibr" rid="B3">Ali et al., 2021</xref>), &#x23;4 unintentional injury (traumatic brain injury, or TBI) (<xref ref-type="bibr" rid="B84">Saikumar and Bonini, 2021</xref>), &#x23;5 stroke (<xref ref-type="bibr" rid="B96">Thiebaut et al., 2019</xref>), &#x23;6 lung disease (<xref ref-type="bibr" rid="B6">Balch et al., 2014</xref>), &#x23;7 AD (<xref ref-type="bibr" rid="B20">Cozachenco et al., 2023</xref>), &#x23;8 diabetes (<xref ref-type="bibr" rid="B66">Milardi et al., 2021</xref>), &#x23;9 liver disease (<xref ref-type="bibr" rid="B5">Baiceanu et al., 2016</xref>), and &#x23;10 kidney disease (<xref ref-type="bibr" rid="B15">Chen et al., 2021</xref>).</p>
</sec>
<sec id="s5">
<title>5 Innate immune response reporter expression in young flies predicts remaining life span</title>
<p>The <italic>Drosophila</italic> innate immune response genes <italic>Drosomycin</italic> and <italic>Metchnikowin</italic> were discovered in the mid-1990s, based on their induction in response to septic injury (<xref ref-type="bibr" rid="B25">Fehlbaum et al., 1994</xref>; <xref ref-type="bibr" rid="B56">Levashina et al., 1995</xref>). Subsequent studies revealed that <italic>Drosomycin</italic> and <italic>Metchnikowin</italic> are progressively upregulated during normal aging, including in flies where the bacteria have been eliminated using antibiotics or axenic culture conditions (<xref ref-type="bibr" rid="B50">Landis et al., 2004</xref>; <xref ref-type="bibr" rid="B77">Ren et al., 2007</xref>). Transgenic reporters with the <italic>Drosomycin</italic> or <italic>Mechnikowin</italic> promoters driving GFP were quantified in individual male flies at several time points, at &#x2264;27&#xa0;days of age, and were found to be partially predictive of remaining life span, both in the absence and presence of antibiotics (<xref ref-type="bibr" rid="B50">Landis et al., 2004</xref>).</p>
<p>Because the innate immune response genes are upregulated and are partly predictive of remaining <italic>Drosophila</italic> life span under conditions where bacteria are reduced or eliminated, it suggests they are responding to other age-related signals. Indeed, mitochondrial oxidative stress and mitochondrial DNA and formyl-peptides released from damaged mitochondria are powerful activators of the innate immune response, and are causally implicated in the sterile inflammation, or &#x201c;inflammaging&#x201d; that characterizes aging across species, including <italic>Drosophila</italic> and humans (<xref ref-type="bibr" rid="B97">Tower, 2015</xref>; <xref ref-type="bibr" rid="B19">Conte et al., 2020</xref>). Notably, similar to the results with <italic>Drosophila</italic>, systemic inflammation has emerged as one of the most robust biomarkers of remaining life span in aging humans (<xref ref-type="bibr" rid="B64">Meier et al., 2023</xref>).</p>
</sec>
<sec id="s6">
<title>6 Innate immune response reporter increase with age is uncoupled from smurf</title>
<p>As discussed above, the <italic>Drosomycin</italic> and <italic>Mechnikowin</italic> transgenic GFP reporters are progressively upregulated with age in every fly, and are partly predictive of remaining life span when quantified at early time points of &#x2264;27&#xa0;days. These early time points are before significant death of the cohort begins, and therefore before any significant expression of the Smurf phenotype is expected to occur. However, certain studies have suggested that increased expression of innate immune response genes with age, including increased expression of the <italic>Drosomycin</italic>-GFP reporter, is largely due to flies undergoing the Smurf phenotype (<xref ref-type="bibr" rid="B79">Rera et al., 2012</xref>; <xref ref-type="bibr" rid="B63">Martins et al., 2018</xref>; <xref ref-type="bibr" rid="B112">Zane et al., 2023</xref>). Here, fluorescence imaging experiments were conducted to further demonstrate that increased immune reporter expression during aging occurs independent of the Smurf phenotype.</p>
<p>Groups of young and middle-aged flies were assayed simultaneously for both immune reporter expression and Smurf. The fly strains and culture are as previously described (<xref ref-type="bibr" rid="B50">Landis et al., 2004</xref>). For the <italic>Drosomycin-GFP</italic> reporter, 40 young (15&#xa0;days) flies were compared to 60 middle-aged (35&#xa0;days) flies. Increased <italic>Drosomycin-GFP</italic> expression was observed in each of the middle-aged flies relative to the young flies, both females (<xref ref-type="fig" rid="F2">Figure 2A</xref>), and males (not shown), in the absence of Smurf. The <italic>Drosomycin-GFP</italic> expression is especially increased in the head, including the eyes, antennae and the brain, and is also increased in thorax and abdomen (<xref ref-type="fig" rid="F2">Figures 2A, C</xref>). Therefore, <italic>Drosomycin-GFP</italic> expression increases with age in every fly, in the absence of Smurf. A rare Smurf fly was present in the young fly group, and this fly did not show evidence of increased expression of <italic>Drosomycin-GFP</italic> (<xref ref-type="fig" rid="F2">Figure 2A</xref>), indicating that Smurf can occur in the absence of reporter activation.</p>
<p>Therefore, whereas it has been suggested in the past that increased expression of the <italic>Drosomycin-GFP</italic> reporter is a &#x201c;surrogate&#x201d; for the Smurf phenotype (<xref ref-type="bibr" rid="B63">Martins et al., 2018</xref>), that conclusion is not supported by the published or present data.</p>
<p>Similar results were obtained with the <italic>Mechnikowin-GFP</italic> reporter. For <italic>Mechnikowin-GFP</italic> reporter, 40 young (7&#xa0;days) flies were compared to 60 middle-aged (35&#xa0;days) flies. Increased expression of the <italic>Mechnikowin-GFP</italic> reporter was observed in each of the middle-aged flies relative to the young flies, both females and males, in the absence of Smurf (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The <italic>Mechnikowin-GFP</italic> reporter was especially increased in the head and brain, and also increased in thorax. A previous study also found preferential expression of the <italic>Mechnikowin-GFP</italic> reporter in the brain, both during normal aging and upon TBI (<xref ref-type="bibr" rid="B95">Swanson et al., 2020</xref>).</p>
<p>In summary, expression of both the <italic>Drosomycin-GFP</italic> reporter and the <italic>Mechnikowin-GFP</italic> reporter are increased with age in every fly, in the absence of Smurf phenotype, including at early time points where this expression has been shown to be partly predictive of remaining life span. Moreover, the Smurf phenotype can sometimes occur in young immune reporter flies in the absence of detectable immune reporter induction.</p>
</sec>
<sec id="s7">
<title>7 Tissue interactions</title>
<p>Interactions between tissues are likely to be involved in <italic>Drosophila</italic> death mechanisms. For example, neuronal signals regulate gut physiology and IBI in several ways. (<xref ref-type="bibr" rid="B59">Liu and Jin, 2017</xref>). Intestinal fluid homeostasis is regulated by a group of 2&#x2013;5 neurons that innervate the hindgut, as well as by the neuronal hormone leucokinin (<xref ref-type="bibr" rid="B18">Cognigni et al., 2011</xref>). Insulin-like peptides and short neuropeptide F produced by the brain are reported to regulate intestinal stem cell proliferation and maintenance of IBI (<xref ref-type="bibr" rid="B102">Ulgherait et al., 2014</xref>; <xref ref-type="bibr" rid="B91">Shen et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Chatterjee and Perrimon, 2021</xref>). Finally, TBI is reported to cause loss of IBI and Smurf phenotype (<xref ref-type="bibr" rid="B42">Katzenberger et al., 2015a</xref>; <xref ref-type="bibr" rid="B43">Katzenberger et al., 2015b</xref>). Therefore, neurodegeneration may disrupt gut physiology and contribute to <italic>Drosophila</italic> death through dehydration, starvation and/or loss of IBI.</p>
<p>Signals from the gut in turn regulate brain physiology (<xref ref-type="bibr" rid="B114">Zhao and Karpac, 2020</xref>). For example, signals modulated or produced by the gut microbiome are reported to promote maintenance of negative geotaxis activity, reduce neuronal protein aggregates, and increase life span in wild-type flies, AD model flies, and flies with TBI (<xref ref-type="bibr" rid="B105">Westfall et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Molina et al., 2021</xref>). Consistent with this, disruptions in the human microbiome and loss of IBI are causally implicated in the progression of neurodegenerative disease, including the &#x23;7 AD cause of human death (<xref ref-type="bibr" rid="B24">Di Vincenzo et al., 2023</xref>; <xref ref-type="bibr" rid="B109">Yadav et al., 2023</xref>; <xref ref-type="bibr" rid="B116">Zheng et al., 2023</xref>).</p>
<p>Finally, <italic>Drosophila</italic> muscle tissue, and in particular flight muscle, undergoes progressive deterioration during aging associated with mitochondrial malfunction and disrupted proteostasis (<xref ref-type="bibr" rid="B106">Wheeler et al., 1995</xref>; <xref ref-type="bibr" rid="B115">Zheng et al., 2005</xref>; <xref ref-type="bibr" rid="B23">Demontis et al., 2013</xref>; <xref ref-type="bibr" rid="B34">Guo et al., 2023</xref>). A recent single-nucleus transcriptomic analysis of <italic>Drosophila</italic> aging confirmed that muscle cells are among the fastest-aging cells, based on increased apoptotic markers, altered gene expression patterns, and loss of nuclei (<xref ref-type="bibr" rid="B39">Jeon et al., 2015</xref>; <xref ref-type="bibr" rid="B61">Lu et al., 2023</xref>). Indeed, promoting mitochondrial turnover or inhibiting apoptosis in aging muscle has been reported to improve muscle function and increase life span (<xref ref-type="bibr" rid="B93">Si et al., 2019</xref>; <xref ref-type="bibr" rid="B46">Kidera et al., 2020</xref>). Loss of muscle function during aging might be sufficient to cause falls and/or death of the fly, however, mutations that specifically disrupt muscle function have generally not been associated with supine behavior. Perhaps more likely, loss of muscle function during aging may synergize with neurodegeneration to promote locomotor malfunction and falls, inability of the fly to right itself, and subsequent death.</p>
</sec>
<sec sec-type="discussion" id="s8">
<title>8 Discussion</title>
<sec id="s8-1">
<title>8.1 Multiple mechanisms of death in <italic>Drosophila</italic>
</title>
<p>Taken together, the studies discussed above suggest there are at least two mechanisms for death of <italic>Drosophila</italic>, and a possible third. The first mechanism is loss of IBI, as revealed by Smurf assay, which robustly predicts death within 0&#x2013;&#x223c;48&#xa0;h, but is only detected in a subset of flies. The second mechanism is nervous system malfunction, leading to locomotor malfunction, bouts of erratic behavior, and falls. The aged fly often cannot right itself after a fall to a side-ways or supine position, leading to inability to access the food and subsequent dehydration/starvation. The nervous system malfunction may be sufficient to cause death of the fly, but in the case of a fall to supine or side position, this likely synergizes with the lethal effects of dehydration/starvation. Consistent with the potential importance of nervous system malfunction, it is notable that the age-related increase in innate immune reporter expression is especially abundant in the brain (<xref ref-type="fig" rid="F2">Figure 2</xref>). Finally, some flies die upright without Smurf phenotype (<xref ref-type="fig" rid="F1">Figures 1B, C</xref>), suggesting a possible third mechanism. One possibility is that these flies die from nervous system malfunction without a fall. Alternatively, death might be due to failure of some other essential function or tissue, such as muscle as discussed above, or the Malphigian (renal) tubules (<xref ref-type="bibr" rid="B54">Lang et al., 2019</xref>), similar to the &#x23;10 kidney disease cause of death in humans. The relative frequency of these death mechanisms appears to vary between strains and culture conditions, which may affect the relative efficacy of various life span interventions.</p>
<p>In the future it may be helpful to further analyze the potential correlations between the different proposed death mechanisms. Death from Smurf and death from loss of nervous system function and falls might be caused by relatively independent mechanisms that proceed at different rates in different flies. Alternatively, there might be a common underlying mechanism, and what cause of death occurs first for a particular individual might be due to specific genetic vulnerabilities and/or be partly stochastic. The complete absence of Smurf in males of the <italic>wDah</italic> strain is consistent with significant sex differences in the relative frequencies of causes of death (<xref ref-type="bibr" rid="B76">Regan et al., 2016</xref>). It may be of interest to simultaneously assay Smurf and locomotor behaviors and falls to ask if Smurf occurs at similar frequency in male and female &#x201c;illderlies&#x201d; and &#x201c;wellderlies&#x201d;. Similarly, it may be of interest to quantify whether Smurf occurs at similar frequency in male and female flies found in upright, side-ways, or supine positions at death.</p>
</sec>
<sec id="s8-2">
<title>8.2 Mitochondrial maintenance failure as a possible common mechanism</title>
<p>Whether aging results from a single underlying cause, or whether multiple (semi)-independent mechanisms are operating, such as the proposed &#x201c;Hallmarks&#x201d; of aging (<xref ref-type="bibr" rid="B60">Lopez-Otin et al., 2023</xref>), is an area of significant current interest and research. One appealing model for a single underlying cause that might explain multiple aging phenotypes and &#x201c;Hallmarks&#x201d; is the failure in mitochondrial maintenance with age (<xref ref-type="bibr" rid="B97">Tower, 2015</xref>; <xref ref-type="bibr" rid="B103">Ventura-Clapier et al., 2017</xref>). Mitochondrial maintenance failure is causally implicated in aging-associated proteostasis disruption (<xref ref-type="bibr" rid="B67">Moehle et al., 2019</xref>; <xref ref-type="bibr" rid="B83">Ruan et al., 2020</xref>). Moreover, mitochondrial malfunction with age is causally implicated in <italic>Drosophila</italic> nervous system malfunction and muscle malfunction, as well as in the induction of the hsp and innate immune response biomarkers of life span discussed above. Mitochondrial malfunction has also been reported to be involved in aging phenotypes in the <italic>Drosophila</italic> midgut (<xref ref-type="bibr" rid="B10">Boumard and Bardin, 2021</xref>). For example, disruption of mitochondrial function in the midgut can cause Smurf phenotype and shortened life span (<xref ref-type="bibr" rid="B22">Dai et al., 2020</xref>).</p>
<p>PGC1&#x3b1; is a conserved regulator of mitochondrial biogenesis, and conditional expression of PGC1&#x3b1; in adult <italic>Drosophila</italic> midgut using the Gene-Switch system was reported to reduce Smurf incidence and increase life span (<xref ref-type="bibr" rid="B78">Rera et al., 2011</xref>). However, another study on life span failed to reproduce the life span extension using the same strains (<xref ref-type="bibr" rid="B53">Landis et al., 2015</xref>). This does not rule out a central role for mitochondrial maintenance failure in midgut aging, but does indicate that transgenic upregulation of PGC1&#x3b1; in midgut is not a consistently effective life span intervention. Conceivably, differences in the efficacy of life span interventions, such as PGC1&#x3b1; over-expression in midgut, might be related to differences in the relative frequency of death mechanisms in different studies, as discussed above. Alternatively, or in addition, differences in results between certain studies may be related to the use of the Gene-Switch system. Using Gene-Switch to study aging phenotypes and life span in mated female <italic>Drosophila</italic> is complicated by the fact that the mifepristone drug used to trigger transgene overexpression can itself reduce midgut hypertrophy and extend life span (<xref ref-type="bibr" rid="B52">Landis et al., 2021b</xref>).</p>
</sec>
<sec id="s8-3">
<title>8.3 Potential implications for human aging</title>
<p>As discussed above, the markers and proposed mechanisms for death in <italic>Drosophila</italic> show many similarities to the leading causes of death in humans. Neurodegenerative disease and sarcopenia are both causative in the increased frequency of falls during aging (<xref ref-type="bibr" rid="B111">Yeung et al., 2019</xref>; <xref ref-type="bibr" rid="B41">Joza et al., 2020</xref>). In United States of America adults age 65 and older, 36 million falls occur each year, and 20% result in serious injury, including hip fracture and TBI (<xref ref-type="bibr" rid="B69">Moreland et al., 2020</xref>; <xref ref-type="bibr" rid="B108">Xu et al., 2022</xref>). Indeed, falls are the most common cause of TBI-related hospital admissions and deaths. Aging-associated deterioration in IBI, sometimes referred to as &#x201c;leaky gut&#x201d;, is implicated in intestinal disease, chronic systemic inflammation, and neurodegeneration (<xref ref-type="bibr" rid="B89">Shemtov et al., 2022</xref>). These similarities are consistent with the possibility that conserved mechanisms might underlie aging, and support the further use of <italic>Drosophila</italic> as a model for human aging and aging interventions.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s9">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s10">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec id="s11">
<title>Author contributions</title>
<p>JT: Funding acquisition, Investigation, Writing&#x2013;original draft.</p>
</sec>
<sec id="s12">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. National Institute on Aging Grant AG057741 to JT.</p>
</sec>
<ack>
<p>I thank Gary N. Landis and Derrick J. Morton for comments on the manuscript draft.</p>
</ack>
<sec sec-type="COI-statement" id="s13">
<title>Conflict of interest</title>
<p>The author declares 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="disclaimer" id="s14">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahadi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wilson</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Babenko</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>McLean</surname>
<given-names>C. Y.</given-names>
</name>
<name>
<surname>Bryant</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Pritchard</surname>
<given-names>O.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Longitudinal fundus imaging and its genome-wide association analysis provide evidence for a human retinal aging clock</article-title>. <source>Elife</source> <volume>12</volume>, <fpage>e82364</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.82364</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Akitake</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Boiko</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ni</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sokabe</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Stockand</surname>
<given-names>J. D.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Coordination and fine motor control depend on <italic>Drosophila</italic> TRPgamma</article-title>. <source>Nat. Commun.</source> <volume>6</volume>, <fpage>7288</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms8288</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ali</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rajurkar</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Majumder</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Jha</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Sarkar</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Mapa</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Possible therapeutic intervention strategies for COVID-19 by manipulating the cellular proteostasis network</article-title>. <source>Adv. Exp. Med. Biol.</source> <volume>1352</volume>, <fpage>125</fpage>&#x2013;<lpage>147</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-030-85109-5_8</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ashok</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Chaudhary</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bellamkonda</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Kritikos</surname>
<given-names>A. E.</given-names>
</name>
<name>
<surname>Wise</surname>
<given-names>A. S.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Retinal degeneration and alzheimer&#x27;s disease: an evolving link</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume> (<issue>19</issue>), <fpage>7290</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21197290</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baiceanu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mesdom</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lagouge</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Foufelle</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Endoplasmic reticulum proteostasis in hepatic steatosis</article-title>. <source>Nat. Rev. Endocrinol.</source> <volume>12</volume> (<issue>12</issue>), <fpage>710</fpage>&#x2013;<lpage>722</lpage>. <pub-id pub-id-type="doi">10.1038/nrendo.2016.124</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balch</surname>
<given-names>W. E.</given-names>
</name>
<name>
<surname>Sznajder</surname>
<given-names>J. I.</given-names>
</name>
<name>
<surname>Budinger</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Finley</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Laposky</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Cuervo</surname>
<given-names>A. M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Malfolded protein structure and proteostasis in lung diseases</article-title>. <source>Am. J. Respir. Crit. Care Med.</source> <volume>189</volume> (<issue>1</issue>), <fpage>96</fpage>&#x2013;<lpage>103</lpage>. <pub-id pub-id-type="doi">10.1164/rccm.201306-1164WS</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bergen</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Arya</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Koster</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pilgrim</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Wiatrek-Moumoulidis</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>van der Spek</surname>
<given-names>P. J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>On the origin of proteins in human drusen: the meet, greet and stick hypothesis</article-title>. <source>Prog. Retin Eye Res.</source> <volume>70</volume>, <fpage>55</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1016/j.preteyeres.2018.12.003</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bitner</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Shahrestani</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Pardue</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Mueller</surname>
<given-names>L. D.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Predicting death by the loss of intestinal function</article-title>. <source>PLoS One</source> <volume>15</volume> (<issue>4</issue>), <fpage>e0230970</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0230970</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blice-Baum</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Guida</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Hartley</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Adams</surname>
<given-names>P. D.</given-names>
</name>
<name>
<surname>Bodmer</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cammarato</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>As time flies by: investigating cardiac aging in the short-lived <italic>Drosophila</italic> model</article-title>. <source>Biochim. Biophys. Acta Mol. Basis Dis.</source> <volume>1865</volume> (<issue>7</issue>), <fpage>1831</fpage>&#x2013;<lpage>1844</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2018.11.010</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boumard</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Bardin</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>An amuse-bouche of stem cell regulation: underlying principles and mechanisms from adult <italic>Drosophila</italic> intestinal stem cells</article-title>. <source>Curr. Opin. Cell Biol.</source> <volume>73</volume>, <fpage>58</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1016/j.ceb.2021.05.007</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brancolini</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Iuliano</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Proteotoxic stress and cell death in cancer cells</article-title>. <source>Cancers (Basel)</source> <volume>12</volume> (<issue>9</issue>), <fpage>2385</fpage>. <pub-id pub-id-type="doi">10.3390/cancers12092385</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chakraborty</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Vepuri</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Mhatre</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Paddock</surname>
<given-names>B. E.</given-names>
</name>
<name>
<surname>Miller</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Michelson</surname>
<given-names>S. J.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Characterization of a <italic>Drosophila</italic> Alzheimer&#x27;s disease model: pharmacological rescue of cognitive defects</article-title>. <source>PLoS One</source> <volume>6</volume> (<issue>6</issue>), <fpage>e20799</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0020799</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chatterjee</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Perrimon</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>What fuels the fly: energy metabolism in <italic>Drosophila</italic> and its application to the study of obesity and diabetes</article-title>. <source>Sci. Adv.</source> <volume>7</volume> (<issue>24</issue>), <fpage>eabg4336</fpage>. <pub-id pub-id-type="doi">10.1126/sciadv.abg4336</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chellappa</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Vujovic</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Scheer</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Impact of circadian disruption on cardiovascular function and disease</article-title>. <source>Trends Endocrinol. Metab.</source> <volume>30</volume> (<issue>10</issue>), <fpage>767</fpage>&#x2013;<lpage>779</lpage>. <pub-id pub-id-type="doi">10.1016/j.tem.2019.07.008</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C. H.</given-names>
</name>
<name>
<surname>Chiang</surname>
<given-names>C. K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Therapeutic approaches targeting proteostasis in kidney disease and fibrosis</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume> (<issue>16</issue>), <fpage>8674</fpage>. <pub-id pub-id-type="doi">10.3390/ijms22168674</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clancy</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chtarbanova</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Broughton</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Editorial: model organisms in aging research: <italic>Drosophila melanogaster</italic>
</article-title>. <source>Front. Aging</source> <volume>3</volume>, <fpage>1118299</fpage>. <pub-id pub-id-type="doi">10.3389/fragi.2022.1118299</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clark</surname>
<given-names>R. I.</given-names>
</name>
<name>
<surname>Salazar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yamada</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Fitz-Gibbon</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Morselli</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Alcaraz</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Distinct shifts in microbiota composition during <italic>Drosophila</italic> aging impair intestinal function and drive mortality</article-title>. <source>Cell Rep.</source> <volume>12</volume> (<issue>10</issue>), <fpage>1656</fpage>&#x2013;<lpage>1667</lpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2015.08.004</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cognigni</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bailey</surname>
<given-names>A. P.</given-names>
</name>
<name>
<surname>Miguel-Aliaga</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Enteric neurons and systemic signals couple nutritional and reproductive status with intestinal homeostasis</article-title>. <source>Cell Metab.</source> <volume>13</volume> (<issue>1</issue>), <fpage>92</fpage>&#x2013;<lpage>104</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2010.12.010</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Conte</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Martucci</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chiariello</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Franceschi</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Salvioli</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Mitochondria, immunosenescence and inflammaging: a role for mitokines?</article-title> <source>Semin. Immunopathol.</source> <volume>42</volume> (<issue>5</issue>), <fpage>607</fpage>&#x2013;<lpage>617</lpage>. <pub-id pub-id-type="doi">10.1007/s00281-020-00813-0</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cozachenco</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ribeiro</surname>
<given-names>F. C.</given-names>
</name>
<name>
<surname>Ferreira</surname>
<given-names>S. T.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Defective proteostasis in Alzheimer&#x27;s disease</article-title>. <source>Ageing Res. Rev.</source> <volume>85</volume>, <fpage>101862</fpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2023.101862</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Curtsinger</surname>
<given-names>J. W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Terminal life history: late-life fecundity and survival in experimental populations of <italic>Drosophila melanogaster</italic>
</article-title>. <source>Biogerontology</source> <volume>21</volume> (<issue>6</issue>), <fpage>721</fpage>&#x2013;<lpage>730</lpage>. <pub-id pub-id-type="doi">10.1007/s10522-020-09889-5</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ge</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hursh</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Bi</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>
<italic>Drosophila</italic> Caliban preserves intestinal homeostasis and lifespan through regulating mitochondrial dynamics and redox state in enterocytes</article-title>. <source>PLoS Genet.</source> <volume>16</volume> (<issue>10</issue>), <fpage>e1009140</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1009140</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Demontis</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Piccirillo</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Goldberg</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Perrimon</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Mechanisms of skeletal muscle aging: insights from <italic>Drosophila</italic> and mammalian models</article-title>. <source>Dis. Model Mech.</source> <volume>6</volume> (<issue>6</issue>), <fpage>1339</fpage>&#x2013;<lpage>1352</lpage>. <pub-id pub-id-type="doi">10.1242/dmm.012559</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Di Vincenzo</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Del Gaudio</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Petito</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Lopetuso</surname>
<given-names>L. R.</given-names>
</name>
<name>
<surname>Scaldaferri</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Gut microbiota, intestinal permeability, and systemic inflammation: a narrative review</article-title>. <source>Intern Emerg. Med.</source> <volume>23</volume>, <fpage>03374</fpage>. <pub-id pub-id-type="doi">10.1007/s11739-023-03374-w</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fehlbaum</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bulet</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Michaut</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lagueux</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Broekaert</surname>
<given-names>W. F.</given-names>
</name>
<name>
<surname>Hetru</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>1994</year>). <article-title>Insect immunity. Septic injury of <italic>Drosophila</italic> induces the synthesis of a potent antifungal peptide with sequence homology to plant antifungal peptides</article-title>. <source>J. Biol. Chem.</source> <volume>269</volume> (<issue>52</issue>), <fpage>33159</fpage>&#x2013;<lpage>33163</lpage>. <pub-id pub-id-type="doi">10.1016/s0021-9258(20)30111-3</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fergestad</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Bostwick</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ganetzky</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Metabolic disruption in <italic>Drosophila</italic> bang-sensitive seizure mutants</article-title>. <source>Genetics</source> <volume>173</volume> (<issue>3</issue>), <fpage>1357</fpage>&#x2013;<lpage>1364</lpage>. <pub-id pub-id-type="doi">10.1534/genetics.106.057463</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fernandez-Ayala</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kemppainen</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>O&#x27;Dell</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Jacobs</surname>
<given-names>H. T.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Gene expression in a <italic>Drosophila</italic> model of mitochondrial disease</article-title>. <source>PLoS One</source> <volume>5</volume> (<issue>1</issue>), <fpage>e8549</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0008549</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferreiro</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Perez</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Marchesano</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ruiz</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Caputi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Aguilera</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>
<italic>Drosophila melanogaster white</italic> mutant <italic>w(1118)</italic> undergo retinal degeneration</article-title>. <source>Front. Neurosci.</source> <volume>11</volume>, <fpage>732</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2017.00732</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Flatt</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>A new definition of aging?</article-title> <source>Front. Genet.</source> <volume>3</volume>, <fpage>148</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2012.00148</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Francisco</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ferreira</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Moura</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Soares</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Santos</surname>
<given-names>M. A. S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Does proteostasis get lost in translation? Implications for protein aggregation across the lifespan</article-title>. <source>Ageing Res. Rev.</source> <volume>62</volume>, <fpage>101119</fpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2020.101119</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gaitanidis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dimitriadou</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dowse</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sanyal</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Duch</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Consoulas</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Longitudinal assessment of health-span and pre-death morbidity in wild type <italic>Drosophila</italic>
</article-title>. <source>Aging (Albany NY)</source> <volume>11</volume>, <fpage>1850</fpage>&#x2013;<lpage>1873</lpage>. <pub-id pub-id-type="doi">10.18632/aging.101880</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gray</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Woulfe</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Lipofuscin and aging: a matter of toxic waste</article-title>. <source>Sci. Aging Knowl. Environ.</source> <volume>2005</volume> (<issue>5</issue>), <fpage>re1</fpage>. <pub-id pub-id-type="doi">10.1126/sageke.2005.5.re1</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grotewiel</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Martin</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Bhandari</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Cook-Wiens</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Functional senescence in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Ageing Res. Rev.</source> <volume>4</volume> (<issue>3</issue>), <fpage>372</fpage>&#x2013;<lpage>397</lpage>. <pub-id pub-id-type="doi">10.1016/j.arr.2005.04.001</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhuang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Kong</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Muscle PARP1 inhibition extends lifespan through AMPKalpha PARylation and activation in <italic>Drosophila</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>120</volume> (<issue>13</issue>), <fpage>e2213857120</fpage>. <pub-id pub-id-type="doi">10.1073/pnas.2213857120</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hodge</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Meyerhof</surname>
<given-names>G. T.</given-names>
</name>
<name>
<surname>Katewa</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Lian</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lau</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bar</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Dietary restriction and the transcription factor clock delay eye aging to extend lifespan in <italic>Drosophila Melanogaster</italic>
</article-title>. <source>Nat. Commun.</source> <volume>13</volume> (<issue>1</issue>), <fpage>3156</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-022-30975-4</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hofmann</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Katus</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Doroudgar</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Protein misfolding in cardiac disease</article-title>. <source>Circulation</source> <volume>139</volume> (<issue>18</issue>), <fpage>2085</fpage>&#x2013;<lpage>2088</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.118.037417</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P. W.</given-names>
</name>
<name>
<surname>Kapahi</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>RiboTag translatomic profiling of <italic>Drosophila</italic> oenocytes under aging and induced oxidative stress</article-title>. <source>BMC Genomics</source> <volume>20</volume> (<issue>1</issue>), <fpage>50</fpage>. <pub-id pub-id-type="doi">10.1186/s12864-018-5404-4</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jahn</surname>
<given-names>T. R.</given-names>
</name>
<name>
<surname>Kohlhoff</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Scott</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tartaglia</surname>
<given-names>G. G.</given-names>
</name>
<name>
<surname>Lomas</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Dobson</surname>
<given-names>C. M.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Detection of early locomotor abnormalities in a <italic>Drosophila</italic> model of Alzheimer&#x27;s disease</article-title>. <source>J. Neurosci. Methods</source> <volume>197</volume> (<issue>1</issue>), <fpage>186</fpage>&#x2013;<lpage>189</lpage>. <pub-id pub-id-type="doi">10.1016/j.jneumeth.2011.01.026</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jeon</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>Y. S.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Pyo</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Na</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>I. J.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Age-related change in gammaH2AX of <italic>Drosophila</italic> muscle: its significance as a marker for muscle damage and longevity</article-title>. <source>Biogerontology</source> <volume>16</volume> (<issue>4</issue>), <fpage>503</fpage>&#x2013;<lpage>516</lpage>. <pub-id pub-id-type="doi">10.1007/s10522-015-9573-0</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jones</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Grotewiel</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>
<italic>Drosophila</italic> as a model for age-related impairment in locomotor and other behaviors</article-title>. <source>Exp. Gerontol.</source> <volume>46</volume> (<issue>5</issue>), <fpage>320</fpage>&#x2013;<lpage>325</lpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2010.08.012</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Joza</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Camicioli</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ba</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Falls in synucleinopathies</article-title>. <source>Can. J. Neurol. Sci.</source> <volume>47</volume> (<issue>1</issue>), <fpage>30</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1017/cjn.2019.287</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katzenberger</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Chtarbanova</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rimkus</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Fischer</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Kaur</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Seppala</surname>
<given-names>J. M.</given-names>
</name>
<etal/>
</person-group> (<year>2015a</year>). <article-title>Death following traumatic brain injury in <italic>Drosophila</italic> is associated with intestinal barrier dysfunction</article-title>. <source>Elife</source> <volume>4</volume>, <fpage>e04790</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.04790</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katzenberger</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Ganetzky</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wassarman</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2015b</year>). <article-title>The gut reaction to traumatic brain injury</article-title>. <source>Fly. (Austin)</source> <volume>9</volume> (<issue>2</issue>), <fpage>68</fpage>&#x2013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1080/19336934.2015.1085623</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katzenberger</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Loewen</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Wassarman</surname>
<given-names>D. R.</given-names>
</name>
<name>
<surname>Petersen</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Ganetzky</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wassarman</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>A <italic>Drosophila</italic> model of closed head traumatic brain injury</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>110</volume> (<issue>44</issue>), <fpage>E4152</fpage>&#x2013;<lpage>E4159</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1316895110</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kesler</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Vakhapova</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Korczyn</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Naftaliev</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Neudorfer</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Retinal thickness in patients with mild cognitive impairment and Alzheimer&#x27;s disease</article-title>. <source>Clin. Neurol. Neurosurg.</source> <volume>113</volume> (<issue>7</issue>), <fpage>523</fpage>&#x2013;<lpage>526</lpage>. <pub-id pub-id-type="doi">10.1016/j.clineuro.2011.02.014</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kidera</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hatabu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Takahashi</surname>
<given-names>K. H.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Apoptosis inhibition mitigates aging effects in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Genetica</source> <volume>148</volume> (<issue>2</issue>), <fpage>69</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1007/s10709-020-00088-1</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>King</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Aging-specific expression of <italic>Drosophila hsp22</italic>
</article-title>. <source>Dev. Biol.</source> <volume>207</volume> (<issue>1</issue>), <fpage>107</fpage>&#x2013;<lpage>118</lpage>. <pub-id pub-id-type="doi">10.1006/dbio.1998.9147</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koh</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Hendricks</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Sehgal</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>A <italic>Drosophila</italic> model for age-associated changes in sleep:wake cycles</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>103</volume> (<issue>37</issue>), <fpage>13843</fpage>&#x2013;<lpage>13847</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0605903103</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Krishnan</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kretzschmar</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Rakshit</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Chow</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Giebultowicz</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>The circadian clock gene period extends healthspan in aging <italic>Drosophila melanogaster</italic>
</article-title>. <source>Aging (Albany NY)</source> <volume>1</volume> (<issue>11</issue>), <fpage>937</fpage>&#x2013;<lpage>948</lpage>. <pub-id pub-id-type="doi">10.18632/aging.100103</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Landis</surname>
<given-names>G. N.</given-names>
</name>
<name>
<surname>Abdueva</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Skvortsov</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Rabin</surname>
<given-names>B. E.</given-names>
</name>
<name>
<surname>Carrick</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Similar gene expression patterns characterize aging and oxidative stress in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>101</volume> (<issue>20</issue>), <fpage>7663</fpage>&#x2013;<lpage>7668</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0307605101</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Landis</surname>
<given-names>G. N.</given-names>
</name>
<name>
<surname>Doherty</surname>
<given-names>D. V.</given-names>
</name>
<name>
<surname>Yen</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2021a</year>). <article-title>Metabolic signatures of life span regulated by mating, sex peptide, and mifepristone/ru486 in female <italic>Drosophila melanogaster</italic>
</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>76</volume> (<issue>2</issue>), <fpage>195</fpage>&#x2013;<lpage>204</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glaa164</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Landis</surname>
<given-names>G. N.</given-names>
</name>
<name>
<surname>Hilsabeck</surname>
<given-names>T. A. U.</given-names>
</name>
<name>
<surname>Bell</surname>
<given-names>H. S.</given-names>
</name>
<name>
<surname>Ronnen-Oron</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Doherty</surname>
<given-names>D. V.</given-names>
</name>
<etal/>
</person-group> (<year>2021b</year>). <article-title>Mifepristone increases life span of virgin female <italic>Drosophila</italic> on regular and high-fat diet without reducing food intake</article-title>. <source>Front. Genet.</source> <volume>12</volume>, <fpage>751647</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2021.751647</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Landis</surname>
<given-names>G. N.</given-names>
</name>
<name>
<surname>Salomon</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Keroles</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Brookes</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Sekimura</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The progesterone antagonist mifepristone/RU486 blocks the negative effect on life span caused by mating in female <italic>Drosophila</italic>
</article-title>. <source>Aging (Albany NY)</source> <volume>7</volume> (<issue>1</issue>), <fpage>53</fpage>&#x2013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.18632/aging.100721</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hilsabeck</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Wilson</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bose</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Brackman</surname>
<given-names>D. J.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>A conserved role of the insulin-like signaling pathway in diet-dependent uric acid pathologies in <italic>Drosophila melanogaster</italic>
</article-title>. <source>PLoS Genet.</source> <volume>15</volume> (<issue>8</issue>), <fpage>e1008318</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1008318</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>D. C.</given-names>
</name>
<name>
<surname>Vali</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Baldwin</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Divino</surname>
<given-names>J. N.</given-names>
</name>
<name>
<surname>Feliciano</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Fequiere</surname>
<given-names>J. R.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Dietary supplementation with the ketogenic diet metabolite beta-hydroxybutyrate ameliorates post-TBI aggression in young-adult male <italic>Drosophila</italic>
</article-title>. <source>Front. Neurosci.</source> <volume>13</volume>, <fpage>1140</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2019.01140</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Levashina</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Ohresser</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bulet</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Reichhart</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Hetru</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Hoffmann</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Metchnikowin, a novel immune-inducible proline-rich peptide from <italic>Drosophila</italic> with antibacterial and antifungal properties</article-title>. <source>Eur. J. Biochem.</source> <volume>233</volume> (<issue>2</issue>), <fpage>694</fpage>&#x2013;<lpage>700</lpage>. <pub-id pub-id-type="doi">10.1111/j.1432-1033.1995.694_2.x</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Levine</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Funes</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Dowse</surname>
<given-names>H. B.</given-names>
</name>
<name>
<surname>Hall</surname>
<given-names>J. C.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Signal analysis of behavioral and molecular cycles</article-title>. <source>BMC Neurosci.</source> <volume>3</volume>, <fpage>1</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2202-3-1</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Levitt</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Baldwin</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Papadakis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Puri</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xylas</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Munger</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2006</year>). <article-title>Intrinsic fluorescence and redox changes associated with apoptosis of primary human epithelial cells</article-title>. <source>J. Biomed. Opt.</source> <volume>11</volume> (<issue>6</issue>), <fpage>064012</fpage>. <pub-id pub-id-type="doi">10.1117/1.2401149</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>L. H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Organ-to-Organ communication: a <italic>Drosophila</italic> gastrointestinal tract perspective</article-title>. <source>Front. Cell Dev. Biol.</source> <volume>5</volume>, <fpage>29</fpage>. <pub-id pub-id-type="doi">10.3389/fcell.2017.00029</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lopez-Otin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Blasco</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Serrano</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kroemer</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Hallmarks of aging: an expanding universe</article-title>. <source>Cell</source> <volume>186</volume> (<issue>2</issue>), <fpage>243</fpage>&#x2013;<lpage>278</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2022.11.001</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Brbic</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Jackson</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kolluru</surname>
<given-names>S. S.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Aging Fly Cell Atlas identifies exhaustive aging features at cellular resolution</article-title>. <source>Science</source> <volume>380</volume> (<issue>6650</issue>), <fpage>eadg0934</fpage>. <pub-id pub-id-type="doi">10.1126/science.adg0934</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Makki</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cinnamon</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Gould</surname>
<given-names>A. P.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The development and functions of oenocytes</article-title>. <source>Annu. Rev. Entomol.</source> <volume>59</volume>, <fpage>405</fpage>&#x2013;<lpage>425</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-ento-011613-162056</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martins</surname>
<given-names>R. R.</given-names>
</name>
<name>
<surname>McCracken</surname>
<given-names>A. W.</given-names>
</name>
<name>
<surname>Simons</surname>
<given-names>M. J. P.</given-names>
</name>
<name>
<surname>Henriques</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Rera</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>How to catch a Smurf? - ageing and beyond. <italic>in vivo</italic> assessment of intestinal permeability in multiple model organisms</article-title>. <source>Bio Protoc.</source> <volume>8</volume> (<issue>3</issue>), <fpage>e2722</fpage>. <pub-id pub-id-type="doi">10.21769/BioProtoc.2722</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meier</surname>
<given-names>H. C. S.</given-names>
</name>
<name>
<surname>Mitchell</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Karadimas</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Faul</surname>
<given-names>J. D.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Systemic inflammation and biological aging in the health and retirement study</article-title>. <source>Geroscience</source> <volume>45</volume>, <fpage>3257</fpage>&#x2013;<lpage>3265</lpage>. <pub-id pub-id-type="doi">10.1007/s11357-023-00880-9</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mhatre</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Michelson</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Gomes</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tabb</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Saunders</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Marenda</surname>
<given-names>D. R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Development and characterization of an aged onset model of Alzheimer&#x27;s disease in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Exp. Neurol.</source> <volume>261</volume>, <fpage>772</fpage>&#x2013;<lpage>781</lpage>. <pub-id pub-id-type="doi">10.1016/j.expneurol.2014.08.021</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Milardi</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Gazit</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Gallardo</surname>
<given-names>R. U.</given-names>
</name>
<name>
<surname>Caflisch</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Proteostasis of islet amyloid polypeptide: a molecular perspective of risk factors and protective strategies for type II diabetes</article-title>. <source>Chem. Rev.</source> <volume>121</volume> (<issue>3</issue>), <fpage>1845</fpage>&#x2013;<lpage>1893</lpage>. <pub-id pub-id-type="doi">10.1021/acs.chemrev.0c00981</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moehle</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Dillin</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Mitochondrial proteostasis in the context of cellular and organismal health and aging</article-title>. <source>J. Biol. Chem.</source> <volume>294</volume> (<issue>14</issue>), <fpage>5396</fpage>&#x2013;<lpage>5407</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.TM117.000893</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molina</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mastroianni</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Suarez</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Soni</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Forsberg</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Finley</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Treatment with bacterial biologics promotes healthy aging and traumatic brain injury responses in adult <italic>Drosophila</italic>, modeling the gut-brain Axis and inflammation responses</article-title>. <source>Cells</source> <volume>10</volume> (<issue>4</issue>), <fpage>900</fpage>. <pub-id pub-id-type="doi">10.3390/cells10040900</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moreland</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Kakara</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Henry</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Trends in nonfatal falls and fall-related injuries among adults aged &#x2265;65 Years - United States, 2012-2018</article-title>. <source>MMWR Morb. Mortal. Wkly. Rep.</source> <volume>69</volume> (<issue>27</issue>), <fpage>875</fpage>&#x2013;<lpage>881</lpage>. <pub-id pub-id-type="doi">10.15585/mmwr.mm6927a5</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Morrow</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Tanguay</surname>
<given-names>R. M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>
<italic>Drosophila melanogaster</italic> Hsp22: a mitochondrial small heat shock protein influencing the aging process</article-title>. <source>Front. Genet.</source> <volume>6</volume>, <fpage>1026</fpage>. <pub-id pub-id-type="doi">10.3389/fgene.2015.00103</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olejniczak</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Pilorz</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Oster</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Circle(s) of life: the circadian clock from birth to death</article-title>. <source>Biol. (Basel)</source> <volume>12</volume> (<issue>3</issue>), <fpage>383</fpage>. <pub-id pub-id-type="doi">10.3390/biology12030383</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Papadopoulos</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Carey</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Katsoyannos</surname>
<given-names>B. I.</given-names>
</name>
<name>
<surname>Kouloussis</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Muller</surname>
<given-names>H. G.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Supine behaviour predicts the time to death in male Mediterranean fruitflies (<italic>Ceratitis capitata</italic>)</article-title>. <source>Proc. Biol. Sci.</source> <volume>269</volume> (<issue>1501</issue>), <fpage>1633</fpage>&#x2013;<lpage>1637</lpage>. <pub-id pub-id-type="doi">10.1098/rspb.2002.2078</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parkash</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lambhod</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Sex-specific differences in desiccation resistance and the use of energy metabolites as osmolytes in <italic>Drosophila melanogaster</italic> flies acclimated to dehydration stress</article-title>. <source>J. Comp. Physiol. B</source> <volume>184</volume> (<issue>2</issue>), <fpage>193</fpage>&#x2013;<lpage>204</lpage>. <pub-id pub-id-type="doi">10.1007/s00360-013-0790-z</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pincus</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Mazer</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Slack</surname>
<given-names>F. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Autofluorescence as a measure of senescence in <italic>C. elegans</italic>: look to red, not blue or green</article-title>. <source>Aging (Albany NY)</source> <volume>8</volume> (<issue>5</issue>), <fpage>889</fpage>&#x2013;<lpage>898</lpage>. <pub-id pub-id-type="doi">10.18632/aging.100936</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rauser</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Abdel-Aal</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Shieh</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Suen</surname>
<given-names>C. W.</given-names>
</name>
<name>
<surname>Mueller</surname>
<given-names>L. D.</given-names>
</name>
<name>
<surname>Rose</surname>
<given-names>M. R.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Lifelong heterogeneity in fecundity is insufficient to explain late-life fecundity plateaus in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Exp. Gerontol.</source> <volume>40</volume> (<issue>8-9</issue>), <fpage>660</fpage>&#x2013;<lpage>670</lpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2005.06.006</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Regan</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Khericha</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dobson</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Bolukbasi</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Rattanavirotkul</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Sex difference in pathology of the ageing gut mediates the greater response of female lifespan to dietary restriction</article-title>. <source>Elife</source> <volume>5</volume>, <fpage>e10956</fpage>. <pub-id pub-id-type="doi">10.7554/eLife.10956</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Webster</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Finkel</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Increased internal and external bacterial load during <italic>Drosophila</italic> aging without life-span trade-off</article-title>. <source>Cell Metab.</source> <volume>6</volume> (<issue>2</issue>), <fpage>144</fpage>&#x2013;<lpage>152</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2007.06.006</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rera</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bahadorani</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Koehler</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Ulgherait</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hur</surname>
<given-names>J. H.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Modulation of longevity and tissue homeostasis by the <italic>Drosophila</italic> PGC-1 homolog</article-title>. <source>Cell Metab.</source> <volume>14</volume> (<issue>5</issue>), <fpage>623</fpage>&#x2013;<lpage>634</lpage>. <pub-id pub-id-type="doi">10.1016/j.cmet.2011.09.013</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rera</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Clark</surname>
<given-names>R. I.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>D. W.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Intestinal barrier dysfunction links metabolic and inflammatory markers of aging to death in <italic>Drosophila</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>109</volume> (<issue>52</issue>), <fpage>21528</fpage>&#x2013;<lpage>21533</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1215849110</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rhodenizer</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Martin</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Bhandari</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Pletcher</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Grotewiel</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Genetic and environmental factors impact age-related impairment of negative geotaxis in <italic>Drosophila</italic> by altering age-dependent climbing speed</article-title>. <source>Exp. Gerontol.</source> <volume>43</volume> (<issue>8</issue>), <fpage>739</fpage>&#x2013;<lpage>748</lpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2008.04.011</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Riemensperger</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Issa</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Pech</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Coulom</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>Cassar</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>A single dopamine pathway underlies progressive locomotor deficits in a <italic>Drosophila</italic> model of Parkinson disease</article-title>. <source>Cell Rep.</source> <volume>5</volume> (<issue>4</issue>), <fpage>952</fpage>&#x2013;<lpage>960</lpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2013.10.032</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rogina</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wolverton</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Bross</surname>
<given-names>T. G.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Muller</surname>
<given-names>H. G.</given-names>
</name>
<name>
<surname>Carey</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Distinct biological epochs in the reproductive life of female <italic>Drosophila melanogaster</italic>
</article-title>. <source>Mech. Ageing Dev.</source> <volume>128</volume> (<issue>9</issue>), <fpage>477</fpage>&#x2013;<lpage>485</lpage>. <pub-id pub-id-type="doi">10.1016/j.mad.2007.06.004</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ruan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Tomaszewski</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>McNamara</surname>
<given-names>J. T.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Mitochondria-associated proteostasis</article-title>. <source>Annu. Rev. Biophys.</source> <volume>49</volume>, <fpage>41</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-biophys-121219-081604</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saikumar</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bonini</surname>
<given-names>N. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Synergistic effects of brain injury and aging: common mechanisms of proteostatic dysfunction</article-title>. <source>Trends Neurosci.</source> <volume>44</volume> (<issue>9</issue>), <fpage>728</fpage>&#x2013;<lpage>740</lpage>. <pub-id pub-id-type="doi">10.1016/j.tins.2021.06.003</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saikumar</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Byrns</surname>
<given-names>C. N.</given-names>
</name>
<name>
<surname>Hemphill</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Meaney</surname>
<given-names>D. F.</given-names>
</name>
<name>
<surname>Bonini</surname>
<given-names>N. M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Dynamic neural and glial responses of a head-specific model for traumatic brain injury in <italic>Drosophila</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>117</volume> (<issue>29</issue>), <fpage>17269</fpage>&#x2013;<lpage>17277</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.2003909117</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sakakibara</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sekiya</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fujisaki</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Quan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Iijima</surname>
<given-names>K. M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Knockdown of <italic>wfs1</italic>, a fly homolog of Wolfram syndrome 1, in the nervous system increases susceptibility to age- and stress-induced neuronal dysfunction and degeneration in <italic>Drosophila</italic>
</article-title>. <source>PLoS Genet.</source> <volume>14</volume> (<issue>1</issue>), <fpage>e1007196</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1007196</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Santra</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dill</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>de Graff</surname>
<given-names>A. M. R.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Proteostasis collapse is a driver of cell aging and death</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>116</volume> (<issue>44</issue>), <fpage>22173</fpage>&#x2013;<lpage>22178</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1906592116</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schriner</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Truong</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Salvadora</surname>
<given-names>K. T.</given-names>
</name>
<name>
<surname>Maler</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Nam</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Extension of <italic>Drosophila</italic> lifespan by Rhodiola rosea through a mechanism independent from dietary restriction</article-title>. <source>PLoS One</source> <volume>8</volume> (<issue>5</issue>), <fpage>e63886</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0063886</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shemtov</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Emani</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bielska</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Covarrubias</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Verdin</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Andersen</surname>
<given-names>J. K.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>The intestinal immune system and gut barrier function in obesity and ageing</article-title>. <source>FEBS J.</source> <volume>290</volume>, <fpage>4163</fpage>&#x2013;<lpage>4186</lpage>. <pub-id pub-id-type="doi">10.1111/febs.16558</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Toxic effect of visible light on <italic>Drosophila</italic> life span depending on diet protein content</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>74</volume> (<issue>2</issue>), <fpage>163</fpage>&#x2013;<lpage>167</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/gly042</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Giribaldi</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Ayres</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Thomas</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Montminy</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Neuronal energy-sensing pathway promotes energy balance by modulating disease tolerance</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>113</volume> (<issue>23</issue>), <fpage>E3307</fpage>&#x2013;<lpage>E3314</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1606106113</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shields</surname>
<given-names>E. J.</given-names>
</name>
<name>
<surname>Gospocic</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sorida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Byrns</surname>
<given-names>C. N.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Ensheathing glia promote increased lifespan and healthy brain aging</article-title>. <source>Aging Cell</source> <volume>22</volume> (<issue>5</issue>), <fpage>e13803</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13803</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Si</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Overexpression of pink1 or parkin in indirect flight muscles promotes mitochondrial proteostasis and extends lifespan in <italic>Drosophila melanogaster</italic>
</article-title>. <source>PLoS One</source> <volume>14</volume> (<issue>11</issue>), <fpage>e0225214</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0225214</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Verma</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Use of ocular biomarkers as a potential tool for early diagnosis of Alzheimer&#x27;s disease</article-title>. <source>Indian J. Ophthalmol.</source> <volume>68</volume> (<issue>4</issue>), <fpage>555</fpage>&#x2013;<lpage>561</lpage>. <pub-id pub-id-type="doi">10.4103/ijo.IJO_999_19</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Swanson</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Rimkus</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Ganetzky</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wassarman</surname>
<given-names>D. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Loss of the antimicrobial peptide Metchnikowin protects against traumatic brain injury outcomes in <italic>Drosophila melanogaster</italic>
</article-title>. <source>G3 (Bethesda)</source> <volume>10</volume> (<issue>9</issue>), <fpage>3109</fpage>&#x2013;<lpage>3119</lpage>. <pub-id pub-id-type="doi">10.1534/g3.120.401377</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thiebaut</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Hedou</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Marciniak</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Vivien</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Roussel</surname>
<given-names>B. D.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Proteostasis during cerebral ischemia</article-title>. <source>Front. Neurosci.</source> <volume>13</volume>, <fpage>637</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2019.00637</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Mitochondrial maintenance failure in aging and role of sexual dimorphism</article-title>. <source>Arch. Biochem. Biophys.</source> <volume>576</volume>, <fpage>17</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1016/j.abb.2014.10.008</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>
<italic>Drosophila</italic> flies in the face of aging</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>74</volume> (<issue>10</issue>), <fpage>1539</fpage>&#x2013;<lpage>1541</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glz159</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Agrawal</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Alagappan</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Bell</surname>
<given-names>H. S.</given-names>
</name>
<name>
<surname>Demeter</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Havanoor</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Behavioral and molecular markers of death in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Exp. Gerontol.</source> <volume>126</volume>, <fpage>110707</fpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2019.110707</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Landis</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Luan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Variegated expression of <italic>Hsp22</italic> transgenic reporters indicates cell-specific patterns of aging in <italic>Drosophila</italic> oenocytes</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>69</volume> (<issue>3</issue>), <fpage>253</fpage>&#x2013;<lpage>259</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glt078</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tricoire</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Rera</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>A new, discontinuous 2 phases of aging model: lessons from <italic>Drosophila melanogaster</italic>
</article-title>. <source>PLoS One</source> <volume>10</volume> (<issue>11</issue>), <fpage>e0141920</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0141920</pub-id>
</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ulgherait</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rana</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rera</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Graniel</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>D. W.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>AMPK modulates tissue and organismal aging in a non-cell-autonomous manner</article-title>. <source>Cell Rep.</source> <volume>8</volume> (<issue>6</issue>), <fpage>1767</fpage>&#x2013;<lpage>1780</lpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2014.08.006</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ventura-Clapier</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Moulin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Piquereau</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lemaire</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mericskay</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Veksler</surname>
<given-names>V.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Mitochondria: a central target for sex differences in pathologies</article-title>. <source>Clin. Sci. (Lond)</source> <volume>131</volume> (<issue>9</issue>), <fpage>803</fpage>&#x2013;<lpage>822</lpage>. <pub-id pub-id-type="doi">10.1042/CS20160485</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ward</surname>
<given-names>D. D.</given-names>
</name>
<name>
<surname>Mauschitz</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Bonniger</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Merten</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Finger</surname>
<given-names>R. P.</given-names>
</name>
<name>
<surname>Breteler</surname>
<given-names>M. M. B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Association of retinal layer measurements and adult cognitive function: a population-based study</article-title>. <source>Neurology</source> <volume>95</volume> (<issue>9</issue>), <fpage>e1144</fpage>&#x2013;<lpage>e1152</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000010146</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Westfall</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lomis</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Prakash</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>A novel synbiotic delays Alzheimer&#x27;s disease onset via combinatorial gut-brain-axis signaling in <italic>Drosophila melanogaster</italic>
</article-title>. <source>PLoS One</source> <volume>14</volume> (<issue>4</issue>), <fpage>e0214985</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0214985</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wheeler</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Bieschke</surname>
<given-names>E. T.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Muscle-specific expression of <italic>Drosophila hsp70</italic> in response to aging and oxidative stress</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>92</volume> (<issue>22</issue>), <fpage>10408</fpage>&#x2013;<lpage>10412</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.92.22.10408</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wheeler</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>King</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Sequence requirements for upregulated expression of <italic>Drosophila hsp70</italic> transgenes during aging</article-title>. <source>Neurobiol. Aging</source> <volume>20</volume> (<issue>5</issue>), <fpage>545</fpage>&#x2013;<lpage>553</lpage>. <pub-id pub-id-type="doi">10.1016/s0197-4580(99)00088-3</pub-id>
</citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>J. Q.</given-names>
</name>
<name>
<surname>Murphy</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Kochanek</surname>
<given-names>K. D.</given-names>
</name>
<name>
<surname>Arias</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Mortality in the United States, 2012</article-title>. <source>NCHS Data Brief. Hyattsv. MD)</source> <volume>456</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.15620/cdc:122516</pub-id>
</citation>
</ref>
<ref id="B109">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yadav</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Jaldhi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Bhardwaj</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Anamika</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bakshi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Gupta</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Unveiling the role of gut-brain axis in regulating neurodegenerative diseases: a comprehensive review</article-title>. <source>Life Sci.</source> <volume>330</volume>, <fpage>122022</fpage>. <pub-id pub-id-type="doi">10.1016/j.lfs.2023.122022</pub-id>
</citation>
</ref>
<ref id="B110">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tower</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Expression of <italic>hsp22</italic> and <italic>hsp70</italic> transgenes is partially predictive of <italic>Drosophila</italic> survival under normal and stress conditions</article-title>. <source>J. Gerontol. A Biol. Sci. Med. Sci.</source> <volume>64</volume> (<issue>8</issue>), <fpage>828</fpage>&#x2013;<lpage>838</lpage>. <pub-id pub-id-type="doi">10.1093/gerona/glp054</pub-id>
</citation>
</ref>
<ref id="B111">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yeung</surname>
<given-names>S. S. Y.</given-names>
</name>
<name>
<surname>Reijnierse</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Pham</surname>
<given-names>V. K.</given-names>
</name>
<name>
<surname>Trappenburg</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Lim</surname>
<given-names>W. K.</given-names>
</name>
<name>
<surname>Meskers</surname>
<given-names>C. G. M.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Sarcopenia and its association with falls and fractures in older adults: a systematic review and meta-analysis</article-title>. <source>J. Cachexia Sarcopenia Muscle</source> <volume>10</volume> (<issue>3</issue>), <fpage>485</fpage>&#x2013;<lpage>500</lpage>. <pub-id pub-id-type="doi">10.1002/jcsm.12411</pub-id>
</citation>
</ref>
<ref id="B112">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zane</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Bouzid</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sosa Marmol</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Brazane</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Besse</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Molina</surname>
<given-names>J. L.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Smurfness-based two-phase model of ageing helps deconvolve the ageing transcriptional signature</article-title>. <source>Aging Cell</source> <volume>22</volume>, <fpage>e13946</fpage>. <pub-id pub-id-type="doi">10.1111/acel.13946</pub-id>
</citation>
</ref>
<ref id="B113">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Warman</surname>
<given-names>G. R.</given-names>
</name>
<name>
<surname>Cheeseman</surname>
<given-names>J. F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Clock gene expression and locomotor activity predict death in the last days of life in <italic>Drosophila melanogaster</italic>
</article-title>. <source>Sci. Rep.</source> <volume>8</volume> (<issue>1</issue>), <fpage>11923</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-30323-x</pub-id>
</citation>
</ref>
<ref id="B114">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Karpac</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The <italic>Drosophila</italic> midgut and the systemic coordination of lipid-dependent energy homeostasis</article-title>. <source>Curr. Opin. Insect Sci.</source> <volume>41</volume>, <fpage>100</fpage>&#x2013;<lpage>105</lpage>. <pub-id pub-id-type="doi">10.1016/j.cois.2020.07.003</pub-id>
</citation>
</ref>
<ref id="B115">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Edelman</surname>
<given-names>S. W.</given-names>
</name>
<name>
<surname>Tharmarajah</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Pletcher</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Seroude</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Differential patterns of apoptosis in response to aging in <italic>Drosophila</italic>
</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>102</volume> (<issue>34</issue>), <fpage>12083</fpage>&#x2013;<lpage>12088</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0503374102</pub-id>
</citation>
</ref>
<ref id="B116">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Bonfili</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Eleuteri</surname>
<given-names>A. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Understanding the gut-brain Axis and its therapeutic implications for neurodegenerative disorders</article-title>. <source>Nutrients</source> <volume>15</volume> (<issue>21</issue>), <fpage>4631</fpage>. <pub-id pub-id-type="doi">10.3390/nu15214631</pub-id>
</citation>
</ref>
<ref id="B117">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Guankai</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Retinal age gap as a predictive biomarker for mortality risk</article-title>. <source>Br. J. Ophthalmol.</source> <volume>107</volume> (<issue>4</issue>), <fpage>547</fpage>&#x2013;<lpage>554</lpage>. <pub-id pub-id-type="doi">10.1136/bjophthalmol-2021-319807</pub-id>
</citation>
</ref>
<ref id="B118">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Liedo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Altamirano-Robles</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Cruz-Enriquez</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Morice</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ingram</surname>
<given-names>D. K.</given-names>
</name>
<etal/>
</person-group> (<year>2011</year>). <article-title>Recording lifetime behavior and movement in an invertebrate model</article-title>. <source>PLoS One</source> <volume>6</volume> (<issue>4</issue>), <fpage>e18151</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0018151</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>