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Original Article
Seasonality as a risk factor for deaths in Parkinson's disease
Marcelo C.M. Fonsecaa,
Corresponding author
marcelo.fonseca@unifesp.br

Corresponding author.
, Dayan Sansonea, Daniela Faraha, Ana Claudia Fiorinib,c, Carla A. Scorzad, Fulvio A. Scorzad
a Departamento de Ginecologia, Escola Paulista de Medicina/Universidade Federal de São Paulo (EPM/UNIFESP), São Paulo, SP, Brasil
b Departamento de Fonoaudiologia, Escola Paulista de Medicina/Universidade Federal de São Paulo (EPM/UNIFESP). São Paulo, SP, Brasil
c Programa de Estudos Pós-Graduado em Fonoaudiologia, Pontifícia Universidade Católica de São Paulo (PUC-SP), São Paulo, SP, Brasil
d Disciplina de Neurociência, Escola Paulista de Medicina/Universidade Federal de São Paulo (EPM/UNIFESP). São Paulo, SP, Brasil
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    "textoCompleto" => "<span class="elsevierStyleSections"><span id="sec0001" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0008">Introduction</span><p id="para0009" class="elsevierStylePara elsevierViewall">At all levels of organization&#44; from gene expression to intra- and inter-organ physiological coordination&#44; the circadian organization of biological processes plays a fundamental role&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0001">1</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0002">2</a>&#93;</p><p id="para0010" class="elsevierStylePara elsevierViewall">Primary neurodegenerative processes affect several brain regions&#44; especially those involved in sleep regulation&#44; alertness&#44; and circadian rhythms&#44; causing interruption of sleep-wake cycles and circadian dysregulation&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0003">3</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0004">4</a>&#93;</p><p id="para0011" class="elsevierStylePara elsevierViewall">Increasing evidence shows the harmful effects of sleep disruption and circadian homeostasis on biological processes&#46; There are indications that these effects are the basis of neurodegeneration&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0005">5</a>&#93;</p><p id="para0012" class="elsevierStylePara elsevierViewall">Studies indicate the association of sleep and circadian rhythm disorders with comorbidities frequently present in Parkinson&#39;s Disease &#40;PD&#41;&#44; such as cognitive decline&#44; memory impairment&#44; and neurodegeneration&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0006">6</a>&#93; In fact&#44; sleep and circadian rhythm alterations exist in most patients with an evident clinical manifestation of PD&#46;</p><p id="para0013" class="elsevierStylePara elsevierViewall">Diurnal volatility in PD has long been studied&#44; particularly motor symptoms&#46; There is a decline in overall daytime activity but an apparent fall in morning activity&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0007">7</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0008">8</a>&#93; Likewise&#44; non-motor symptoms vary throughout the day&#46; In terms of autonomic function&#44; there is a disruption in the circadian rhythm of blood pressure and heart rate control&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0009">9</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0010">10</a>&#93; There is a wide range of impairments of the sleep-wake cycle&#44; including problems with nocturnal sleep and daytime wakefulness&#44; circadian system dysfunction&#44; alteration of visual performance with worsening contrast sensitivity in the early afternoon&#44; and fluctuation in response to dopaminergic treatments with worsening motor symptoms in the afternoon and at night&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0011">11&#8211;14</a>&#93;</p><p id="para0014" class="elsevierStylePara elsevierViewall">Only a few studies have looked into the possibility of seasonal variability in PD symptoms&#44; some demonstrating it and others not&#46; However&#44; consistent with patients&#39; and health professionals&#39; subjective perceptions&#44; the symptoms appear less intense in the summer when the nights are shorter and more pronounced in the winter&#44; although robust evidence of seasonal fluctuations in PD symptoms is lacking&#46;</p><p id="para0015" class="elsevierStylePara elsevierViewall">Postuma et al&#46; showed no difference in UPDR motor scores when comparing the four seasons&#44; and Goetz et al&#46; found no seasonality in hallucinations&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0015">15</a>&#93;</p><p id="para0016" class="elsevierStylePara elsevierViewall">Wamelen et al&#46;&#44; on the other hand&#44; found substantial seasonal differences in cardiovascular&#44; sensory alterations&#44; falls&#44; and hallucinations in PD patients&#44; with winter symptoms worsening compared to summer&#46; They also noticed a worsening smell during the winter and spring&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0016">16</a>&#93; Recently&#44; Wang et al&#46; observed that Chinese Parkinson&#39;s patients exhibit less severe autonomic dysfunction and REM Sleep Behavioral Disorder symptoms in the summer than in the winter&#46; Furthermore&#44; they reported fewer sleep disruptions in the summer than in the spring and winter&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0017">17</a>&#93;</p><p id="para0017" class="elsevierStylePara elsevierViewall">These fluctuations in the clinical manifestations of PD can be explained by the pathology of the SCN&#44; which results in a shift in circannual regulation in PD&#46; The magnitude of sleep and circadian dysfunction in PD and its influence on the pathophysiology of PD is still unclear&#46;</p><p id="para0018" class="elsevierStylePara elsevierViewall">There are seasons of the year when deaths are more prevalent&#46; Deaths from various causes have an annual cycle&#44; peaking during the winter and decreasing in the summer&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0018">18</a>&#93; Therefore&#44; the authors decided to investigate whether these circadian rhythm alterations in PD could cause a rhythmic pattern in the deaths of patients affected by PD&#46;</p></span><span id="sec0002" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0009">Methods</span><p id="para0019" class="elsevierStylePara elsevierViewall">This study only used databases of patients who were not identified&#46; Therefore&#44; according to the institution&#39;s rules&#44; the authors did not need to submit this study to the institutional review board&#46;</p><p id="para0020" class="elsevierStylePara elsevierViewall">Data on PD deaths were taken from the Mortality Information System &#40;SIM&#41; database of the Department of Informatics of the Unified Health System &#40;DATASUS&#41;&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0019">19</a>&#93; The years sampled were from 2000 to 2017&#46;</p><p id="para0021" class="elsevierStylePara elsevierViewall">People with PD&#44; ICD10 code G20&#44; in at least one of the possible fields to fill in the death certificate &#40;line A&#44; line B&#44; line C&#44; line D&#44; line II&#44; and underlying cause&#41; were selected from the database&#46; The death was counted for analysis if there was a PD code in these fields&#46;</p><p id="para0022" class="elsevierStylePara elsevierViewall">All extraction analyses and graphics were performed with the statistical programming language R &#91;<a class="elsevierStyleCrossRef" href="#bib0020">20</a>&#93; and Python language&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0021">21</a>&#93;</p><p id="para0023" class="elsevierStylePara elsevierViewall">To analyze whether there is a rhythm in Parkinson&#39;s deaths&#44; the method by Damineli et al&#46; was used&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0022">22</a>&#93; Transforming the recorded dates of deaths into Julian days is the basis of this method to obtain a linear time series of deaths involving PD&#46; To avoid masking the rhythms&#44; trends &#40;larger cycles&#41; and noise &#40;smaller cycles&#41; were isolated in this time series&#46;</p><p id="para0024" class="elsevierStylePara elsevierViewall">The analysis to verify if there was and the period of oscillation was carried out by the Continuous Wavelet Transform and the Fourier Transform&#46; The authors used a filter of a minimum period of 4 and a maximum of 1500 days for supra-daily rhythms&#46; For daily or infra-daily rhythms&#44; the authors applied a filter with a minimum period of 4 and a maximum of 40 hours&#46;</p><p id="para0025" class="elsevierStylePara elsevierViewall">To analyze the existence of a daily rhythm&#44; the time of death has to be recorded&#46; This recording became part of the SIM-DATASUS database from 2006 onwards&#46; Thus&#44; the authors had six years less for the annual rhythms to investigate and analyze the circadian rhythm&#46;</p></span><span id="sec0003" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0010">Results</span><p id="para0026" class="elsevierStylePara elsevierViewall">There were 43&#44;072 deaths involving PD in the 18 years of analysis&#44; an average of 2&#44;392&#46;8 per year&#46; There was constant growth over the years sampled&#46; In the first year&#44; there were 1&#44;061 deaths involving PD&#59; in 2017&#44; there were 3&#44;759&#46; In total&#44; men accounted for 55&#37; of the deaths&#46;</p><p id="para0027" class="elsevierStylePara elsevierViewall">The Continuous Wavelet transform showed a significant annual component &#40;p &#60; 0&#46;05&#41; with a period of 351&#46;87 days &#40;<a class="elsevierStyleCrossRef" href="#fig0001">Fig&#46; 1</a>&#41;&#46; The application of the Fourier transform showed an annual component recorded in 365&#46;9 days &#40;Supplementary Material 1&#41;&#46;</p><elsevierMultimedia ident="fig0001"></elsevierMultimedia><p id="para0028" class="elsevierStylePara elsevierViewall">The distribution of deaths over the months was investigated by demonstrating an annual rhythm&#46; There were more deaths in the winter &#40;in the southern hemisphere&#41;&#44; with most deaths occurring in July &#40;Supplementary Material 2&#41;&#46;</p><p id="para0029" class="elsevierStylePara elsevierViewall">To analyze the daily rhythms&#44; the Continuous Wavelet transform in the time series showed a significant daily component &#40;p &#60; 0&#46;05&#41; with 22&#46;81 hours &#40;<a class="elsevierStyleCrossRef" href="#fig0002">Fig&#46; 2</a>&#41;&#46; The Fourier transform peaked in the daily component &#40;24 hours&#41; &#40;Supplementary Material 3&#41;&#46;</p><elsevierMultimedia ident="fig0002"></elsevierMultimedia><p id="para0030" class="elsevierStylePara elsevierViewall">With the daily rhythm confirmed&#44; the distribution of deaths over the hours of the day was investigated&#46; There was a greater concentration of fatalities in the first morning hours&#44; with the density peak around 9 a&#46;m&#46; &#40;<a class="elsevierStyleCrossRef" href="#fig0003">Fig&#46; 3</a>&#41;&#46;</p><elsevierMultimedia ident="fig0003"></elsevierMultimedia><span id="sec0004" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0011">Women and men</span><p id="para0031" class="elsevierStylePara elsevierViewall">Women and men exhibit the same rhythm pattern as the whole population&#46; Winter is the deadliest season for both populations&#46; The peak of deaths occurs between 8 and 9 a&#46;m&#46; in both populations&#44; with no difference between the hours of death in men and women &#40;p &#61; 0&#46;35&#41;&#46; Women with PD die older than men &#40;p &#60; 0&#46;000&#41;&#46; Although the numbers differ&#44; men and women die from the exact nine causes &#40;p &#60; 0&#46;000&#41;&#46; Death certificates revealed other gender differences &#40;<a class="elsevierStyleCrossRef" href="#tbl0001">Table 1</a>&#41;&#46;</p><elsevierMultimedia ident="tbl0001"></elsevierMultimedia></span></span><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0012">Discussion</span><p id="para0032" class="elsevierStylePara elsevierViewall">To the best of our knowledge&#44; this is the first demonstration of a rhythm in Parkinson&#39;s disease-related deaths&#46; The authors found that deaths of Parkinson&#39;s patients in the southern hemisphere increase during winter&#44; when temperatures are typically lower&#44; peaking in July and around nine o&#39;clock in the morning&#46; This demonstration used real-world data from over forty thousand death certificates over 18 years&#46;</p><p id="para0033" class="elsevierStylePara elsevierViewall">Yet&#44; epidemiological research on the association between temperature and mortality risk is hampered by a wide range of optimal temperatures&#44; which is associated with the lowest risk of mortality &#40;between 19&#176;C and 30&#176;C&#41;&#44; the different periods of lag between exposure to cold and mortality&#44; which can be as long as 3 or 4 weeks&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0023">23</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0024">24</a>&#93; causing the majority of deaths to occur on days with moderately cold temperatures and the heterogeneity of this association across populations as a result of adaptive responses&#44; acclimatization&#44; and variability in susceptibility factors&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0025">25&#8211;27</a>&#93;</p><p id="para0034" class="elsevierStylePara elsevierViewall">Moreover&#44; given that winters in tropical southern hemisphere countries&#44; such as Brazil&#44; are significantly milder than those in the northern hemisphere&#44; the authors were prompted to try to explain these findings on Parkinson&#39;s patients in a way that the explanation hypotheses go beyond those currently available&#44; which involve temperature as the primary exposure&#44; increased risk of mortality as the outcome and the mediation&#44; the process through which an exposure causes disease&#44; implies the Virchow triad and&#47;or infections &#40;Supplementary Material 4&#41;&#46;</p><p id="para0035" class="elsevierStylePara elsevierViewall">The plane perpendicular to the earth&#39;s spin axis is tilted in relation to the plane of the sun&#39;s path in the sky&#46; These two variables&#44; the inclination of the terrestrial axis and translational movement&#44; generate the seasons due to variations in the insolation of the planet&#39;s surface&#46; The hemisphere tilted toward the sun has more direct beams of sunshine&#59; therefore&#44; more solar radiation&#44; more energy per unit area per day&#44; warmer temperatures&#44; and longer daylight hours&#59; summer days are longer than winter days&#46; Hence&#44; a season is a division of the year&#44; and the quantity of daylight hours is the key metric used to characterize seasons&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0028">28</a>&#93;</p><p id="para0036" class="elsevierStylePara elsevierViewall">Light is the most significant and powerful synchronizer for the human circadian system&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0029">29</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0030">30</a>&#93; Body rhythms are mainly controlled by the SCN&#44; the body&#39;s master clock&#46; They are reconciled with the 24 hours of the day by light and the hormones it influences&#44; such as melatonin&#46;</p><p id="para0037" class="elsevierStylePara elsevierViewall">According to epidemiological studies&#44; high-light exposure is associated with a lower risk of PD&#46; Two studies found that higher latitudes&#44; where yearly light exposure is much lower&#44; have a higher incidence of PD &#40;up to 56&#37;&#41;&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0031">31</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0032">32</a>&#93; The activation of the SCN is hypothesized to be one of the mechanisms behind the effects of bright illuminance on mood&#44; sleep&#44; and circadian rhythms&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0033">33</a>&#93;</p><p id="para0038" class="elsevierStylePara elsevierViewall">Given the preceding paragraphs&#44; the authors can hypothesize that light exposure is the primary exposure and that low temperature is a mediator&#46; It should be noted that the mediator is both an effect of the exposure and a cause of the outcome&#46; When a mediator is postulated&#44; the overall effect can be split into two components&#44; direct and indirect&#46; The direct pathway &#40;c&#8217;&#41; refers to the impact of exposure on the outcome in the mediator&#39;s presence&#44; adjusted for the mediator&#46; The indirect effect &#40;aMb&#41; is the impact of exposure on the outcome via the mediator &#40;Supplementary Material 5&#41;&#46;</p><p id="para0039" class="elsevierStylePara elsevierViewall">As previously indicated&#44; the primary explanation for the increase in winter deaths involves low temperatures&#44; as demonstrated in Supplementary Material 4&#46; However&#44; it appears insufficient as it does not help explain the wide range of temperatures presenting lower mortality risk&#44; the various times of lag between cold exposure and mortality&#44; and the demographic heterogeneity of the temperature&#47;mortality association&#46; As a result&#44; the authors will emphasize the direct exposure-outcome relationship&#44; low light exposure&#44; and increased risk of mortality&#44; which almost certainly contributes to the increased winter mortality in Parkinson&#39;s patients and has yet to receive much attention in the medical literature&#46;</p><p id="para0040" class="elsevierStylePara elsevierViewall">While temperature and other environmental elements can synchronize circadian rhythms in some species&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0034">34</a>&#93; in mammals&#44; external temperature cycles are relatively poor entraining factors&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0035">35</a>&#93; and daylight is the most potent external cue in humans&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0036">36&#8211;38</a>&#93; However&#44; PD patients get fewer external time cues due to decreased visual acuity and motor skills&#46; The accumulation of alpha-synuclein in the SCN impairs the intrinsic circadian clock outputs&#46; Hence&#44; the disturbed rhythm of clock genes in SCN hampers its regulation of other central and peripheral clocks&#44; which may affect behavioral and physiological processes&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0039">39</a>&#93; Emerging data suggest that circadian rhythm disturbance is the primary cause of the non-motor symptoms of PD and may also alter neurodegenerative biology &#40;<a class="elsevierStyleCrossRef" href="#fig0004">Fig&#46; 4</a>&#41;&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0039">39&#8211;41</a>&#93;</p><elsevierMultimedia ident="fig0004"></elsevierMultimedia><p id="para0041" class="elsevierStylePara elsevierViewall">One of the most stable circadian system outputs is the sleep-wake cycle&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0011">11</a>&#93; Sleep-wake disturbances are PD patients&#39; most prevalent non-motor symptom&#44; affecting up to 80&#37;&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0003">3</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0042">42</a>&#93; Sleep disorders have unusual symptoms when PD is present&#46; Parkinson&#39;s disease can cause insomnia&#44; parasomnias &#40;REM Sleep Behavioral Disorder&#41;&#44; sleep-disordered breathing such as sleep apnea&#44; reduced daytime alertness&#44; and circadian clock malfunction&#44; which disrupts the sleep-wake balance&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0011">11</a>&#93; Reduced light exposure impairs sleep efficiency and exacerbates PD patients&#39; already prevalent sleep problems&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0017">17</a>&#93;</p><p id="para0042" class="elsevierStylePara elsevierViewall">Sleep disturbances impact the cardiovascular system&#44; particularly blood pressure&#44; and this adds to the fact that patients with PD usually show unique changes in their BP circadian rhythm&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0043">43&#8211;45</a>&#93; One of these is nocturnal hypertension&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0043">43</a>&#93; There is evidence that seasonality&#44; rather than temperature&#44; affects mean nocturnal SBP&#44; with the number of daylight hours being a favorable predictor&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0040">40</a>&#93; In fact&#44; the prevalence of hypertension rises throughout the winter season&#44; &#91;<a class="elsevierStyleCrossRefs" href="#bib0046">46&#8211;49</a>&#93; and low temperatures exacerbate hypertension &#91;<a class="elsevierStyleCrossRef" href="#bib0047">47</a>&#44;<a class="elsevierStyleCrossRefs" href="#bib0050">50&#8211;55</a>&#93; and precipitate cardiovascular events such as stroke&#44; acute myocardial infarction&#44; and heart failure&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0056">56&#8211;62</a>&#93; Parkinson&#39;s patients have a more significant proportion of non-dipping and reverse dipping than people without the condition&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0044">44</a>&#44;<a class="elsevierStyleCrossRefs" href="#bib0063">63&#8211;66</a>&#93; In hypertensive and some normotensive patients&#44; abnormally low relative BP reduction during sleep &#40;non-dipping and reverse dipping&#41; increases the risk of fatal and non-fatal ischemic&#44; thrombotic&#44; hemorrhagic&#44; and arrhythmic cardiovascular events&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0067">67</a>&#93; It is noteworthy that many endogenous circadian rhythms&#44; including sleep&#47;wake&#44; melatonin&#44; and nictemeral cycles of light&#44; noise&#44; and ambient temperature&#44; influence the regular dipping pattern of BP&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0067">67</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0068">68</a>&#93; In PD patients&#44; electrocardiography shows loss of circadian heart rate variability&#44; which is more accentuated at night and decreased low-to-high heart rate frequency ratio&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0016">16</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0069">69</a>&#93;</p><p id="para0043" class="elsevierStylePara elsevierViewall">The double product &#40;HR &#215; SBP&#41; is a proxy indicator of myocardial tissue oxygen demand and left ventricular workload&#46; As its components&#44; it has a circadian cycle&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0070">70</a>&#93; It is lowered to 44&#37; and 50&#37; in young women and men during regular sleep compared to awake&#46; However&#44; the presented data suggest that it is enhanced in Parkinson&#39;s patients due to nocturnal hypertension&#44; non-dipping and reverse dipping&#44; and a relatively rapid heart rate reflecting the loss of sympathetic and parasympathetic balance&#46; As a result&#44; senior PD patients have increased left ventricular workload and myocardial tissue oxygen demand&#44; especially during the winter with its longer nights&#44; and this is exacerbated when the temperature drops&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0070">70</a>&#93;</p><p id="para0044" class="elsevierStylePara elsevierViewall">Since sunlight promotes vitamin D synthesis while darkness triggers melanin production&#44; vitamin D and melatonin biosynthetic pathways are inversely associated with sun exposure&#46; In the course of aging&#44; vitamin D consumption and cutaneous production&#44; as well as endogenous melatonin synthesis&#44; are significantly reduced&#44; resulting in a state that leads to an increase in oxidative stress&#44; inflammation&#44; and mitochondrial dysfunction&#46; A lack of these molecules has been linked to the development of cardiovascular illnesses such as arterial hypertension&#44; neurodegenerative diseases&#44; and sleep disturbances&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0047">47</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0071">71</a>&#93; It should be noted that circulating melatonin levels in PD patients are significantly lower than in age-matched healthy controls&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0003">3</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0072">72</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0073">73</a>&#93; and vitamin D synthesis declines substantially during the winter&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0047">47</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0071">71</a>&#93; Lower melatonin levels have been significantly associated with higher nocturnal BPs and atherosclerotic markers&#44; indicators of cardiovascular disease incidence&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0074">74</a>&#93;</p><p id="para0045" class="elsevierStylePara elsevierViewall">In contrast&#44; low vitamin D levels activate the renin-angiotensin-aldosterone system&#44; which leads to a hypertensive response&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0047">47</a>&#93; It is worth noting that there is substantial evidence that melatonin&#44; an anti-inflammatory and antioxidant agent&#44; protects against cardiac ischemia&#47;reperfusion injury&#46; Melatonin-treated patients exhibit a higher left ventricular ejection fraction and lower troponin levels than control persons&#46; Patients with PD are unlikely to benefit from this cardioprotective effect due to their low melatonin content&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0075">75</a>&#93; Clinical research has largely associated vitamin D insufficiency with cardiovascular disorders such as hypertension&#44; ischemic heart disease&#44; and heart failure&#59; however&#44; most of these studies are observational&#44; making this evidence less persuasive&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0076">76</a>&#93;</p><p id="para0046" class="elsevierStylePara elsevierViewall">The authors noted that the SCN regulates the body&#39;s internal biological processes and alertness levels&#44; which determine the daily sleep rhythm&#44; primarily through melatonin and the Core Body Temperature &#40;CBT&#41; 24-hour rhythm&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0070">70</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0077">77</a>&#93; The circadian rhythm of Core Body Temperature &#40;CBT&#41; influences SBP and DBP patterns throughout the day via vasomotor modulation of Arteriovenous Anastomoses &#40;AVA&#41;&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0070">70</a>&#93; The thermoregulatory processes encompass a significant transfer of cardiac output from the systemic circulation to the AVA&#44; ranging from 25&#37; to 50&#37;&#46; Thus&#44; even though the CBT difference between day and night is significantly reduced in PD patients&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0040">40</a>&#93; just before and upon awakening&#44; in the early hours of the morning&#44; there is a diversion of blood flow from the periphery to the central areas&#44; as well as an increase in peripheral vascular resistance&#46; The combination of increased core volume and peripheral vascular resistance causes ventricular overload&#44; which can result in adverse consequences in a relatively brief period&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0070">70</a>&#93;</p><p id="para0047" class="elsevierStylePara elsevierViewall">Circadian rhythms drive a significant part of gastrointestinal physiology&#59; sleep disruptions and circadian misalignment have critical roles in gastrointestinal function&#44; inflammation&#44; metabolic regulation&#44; and hormone signaling&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0078">78</a>&#93; Much of gastrointestinal physiology is subject to regular diurnal fluctuations&#44; and disturbance of circadian rhythms may be a risk factor for different gastrointestinal disorders and diseases&#44; particularly those characterized by dysmotility&#44; such as PD&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0079">79</a>&#93;</p><p id="para0048" class="elsevierStylePara elsevierViewall">Circadian rhythms regulate cell cycle control&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0079">79</a>&#93; Diurnal changes in GI motility have been documented in the human GI tract&#44; including the stomach&#44; small intestine&#44; colon&#44; and rectum&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0080">80</a>&#93; Absorbing proteins&#44; carbohydrates&#44; lipids&#44; and electrolytes demonstrates a circadian rhythm&#46; Diurnal changes in intestinal barrier integrity are caused by circadian control of protein expression or trafficking in tight junctions between membrane and intracellular compartments&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0081">81</a>&#93; Circadian rhythm disruption impacts the gut microbiota&#44; leading to dysbiosis&#46; Circadian clock gene expression is altered in GERD patients&#39; esophageal tissue&#44; and these changes are strongly associated with GERD severity&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0082">82</a>&#93; Sleep-wake balance disruption appears to impact gastric reflux&#44; leading to unusual exposure to esophageal acid&#44; most likely through boosting ghrelin and decreasing leptin concentrations&#44; increasing binge eating and food consumption&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0083">83</a>&#93; In summary&#44; given the prevalence of sleep-wake disorders in PD patients and their cascading effects in other systems&#44; dysfunction of the gastrointestinal system will likely include components deriving from circadian rhythm misalignment&#46;</p><p id="para0049" class="elsevierStylePara elsevierViewall">Because PD is understood to be a multi-system condition in which inflammation&#44; particularly neuroinflammation&#44; plays a relevant role&#44; the immune system in senescence cannot be overlooked&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0084">84</a>&#93;</p><p id="para0050" class="elsevierStylePara elsevierViewall">A fusion of genetic&#44; environmental&#44; and aging immune system elements can enable the onset and progression of PD&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0084">84</a>&#93; Aging-related alterations comprise Immunosenescence&#44; inflammageing&#44; and an adaptive immune system with T and B cells with receptors&#8217; reduced diversity and sensitivity to stimuli&#44; as well as a decreased overall number of these cells and accumulation of memory cells&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0085">85&#8211;87</a>&#93; The aging immune system results in high vulnerability to infections&#44; less effective responses to vaccination&#44; and more cases of cancer&#44; autoimmune&#44; and inflammatory conditions&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0088">88</a>&#93; Immunosenescence is the term used to describe age-related changes in immune responses characterized by age-acquired immunodeficiency and inflammageing&#46; The last is a low-grade&#44; chronic inflammatory state in older people due to chronically stimulated innate and adaptive immune cells&#46; Innate and adaptive immune systems are compromised with age and are significantly affected in several age-related disorders&#44; such as Parkinson&#39;s and Alzheimer&#39;s&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0089">89</a>&#44;<a class="elsevierStyleCrossRef" href="#bib0090">90</a>&#93;</p><p id="para0051" class="elsevierStylePara elsevierViewall">Considering all the described repercussions of the chronodisruption&#44; the authors can infer that the lower exposure to light added to the PD &#40;the direct exposure-outcome relationship&#41; plays a dominant role in the rhythmicity of PD mortality&#46;</p><p id="para0052" class="elsevierStylePara elsevierViewall">Reduced exposure to light appears to be the factor whose long-term action raises the risk of mortality&#44; whereas cold temperatures seem to be an acute factor with short-term consequences&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0028">28</a>&#93; Actually&#44; environmental temperature is a poor central circadian rhythm-synchronizing agent in mammals&#44; acting primarily as an entraining agent of peripheral oscillators&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0091">91</a>&#93; As a result&#44; contrary to commonly held assumptions&#44; populations living in warmer climates&#44; such as the Brazilian population&#44; have higher winter mortality rates&#44; as they may experience more severe physiological consequences due to being less adapted&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0092">92</a>&#93;</p><p id="para0053" class="elsevierStylePara elsevierViewall">In line with other studies on mortality in PD&#44; pneumonia was the leading cause of death&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0093">93&#8211;95</a>&#93; This demonstrates the relevance of chronic disturbances to the circadian rhythm&#44; which influences the physiological balance of Parkinsonians daily&#44; particularly in the immunological&#44; gastrointestinal&#44; and cardiovascular systems&#44; reducing their ability to respond to an infection&#46; These alterations are supplemented by those caused by age&#44; as already mentioned&#46; PD patients experience a higher incidence of pneumonia than the general population as respiratory muscle rigidity&#44; weakness&#44; compromised cough reflex&#44; and dysphagia increase the risk of PD patients to pneumonia&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0096">96&#8211;98</a>&#93;</p><p id="para0054" class="elsevierStylePara elsevierViewall">The high incidence of diagnoses that provide poor information about the underlying cause of death&#44; dubbed &#8220;Garbage Codes&#8221; &#40;GCs&#41;&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0099">99</a>&#93; is a prominent issue of the causes of death registry&#39;s data quality&#46; The ICD codes J189 and J180 are considered level four &#40;lightest level&#41; GCs&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0100">100</a>&#93;</p><p id="para0055" class="elsevierStylePara elsevierViewall">In Brazil&#44; there was a steep decline in major GCs &#40;Levels 1 and 2&#41; in practically all states&#44; indicating the government&#39;s success in improving cause-of-death statistics in Brazil during the last 20 years&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0100">100</a>&#93; In a 1 to 5-star categorization&#44; Brazil&#39;s score increased from 68&#46;9 in 1995&#8210;1999 to 82&#46;5 in 2010&#8210;2017&#44; a 4-star country&#46; &#91;<a class="elsevierStyleCrossRef" href="#bib0101">101</a>&#93;</p><p id="para0056" class="elsevierStylePara elsevierViewall">In Brazil&#44; older people have the most significant proportion of GCs&#44; mainly owing to the lightest level four GCs&#46; This occurred most likely due to their more substantial number of comorbidities&#44; making it challenging to provide information on the death certificate of the underlying cause of death&#46; &#91;<a class="elsevierStyleCrossRefs" href="#bib0102">102&#8211;104</a>&#93; Of particular interest&#44; most likely due to the documented rise in age-specific death rates from certain lower respiratory tract infections in the population aged 70 years or older&#44; &#91;<a class="elsevierStyleCrossRef" href="#bib0105">105</a>&#93; the proportions of men and women with nonspecific pneumonia&#44; a level 4GC&#44; rose in 2016 in Brazil&#46;</p><p id="para0057" class="elsevierStylePara elsevierViewall">In conclusion&#44; in Brazil&#44; the mortality of Parkinson&#39;s disease patients follows a pattern&#46; The authors observed that fatalities of Parkinson&#39;s patients increase during the winter&#44; peaking in July at about nine o&#39;clock in the morning&#44; utilizing real-world data from over forty thousand death certificates recorded over 18 years&#46; Women and men exhibit the same rhythm pattern as the general population&#44; and pneumonia was the primary cause of death in PD&#44; consistent with earlier studies&#46; Reduced sunlight intake is a long-term exposure that raises mortality risk directly&#46; On the other hand&#44; low temperatures mediate the higher risk of death in the short term since the low incidence of sunshine produces them&#46; Still&#44; they do not cause a low incidence of sunlight&#44; making them a mediator rather than a confounder&#46; This demonstration is essential because&#44; in the authors&#8217; understanding&#44; it prioritizes the incidence of sunshine&#44; the seasons of the year&#44; and the circadian rhythm at the expense of just a mediator&#58; low temperatures&#46; This offers us optimism that future research will focus on the rhythmicity of Parkinson&#39;s disease&#44; potentially leading to novel medicines and reducing deaths&#46;</p></span></span>"
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          "titulo" => "Abstract"
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              "titulo" => "Background"
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          "identificador" => "xpalclavsec1903454"
          "titulo" => "Keywords"
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        3 => array:2 [
          "identificador" => "sec0001"
          "titulo" => "Introduction"
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          "titulo" => "Methods"
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              "titulo" => "Women and men"
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          "titulo" => "Discussion"
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          "titulo" => "References"
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    "fechaRecibido" => "2024-04-03"
    "fechaAceptado" => "2024-07-21"
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            0 => "Parkinson disease"
            1 => "Circadian rhythm"
            2 => "Mortality"
            3 => "Brazil"
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    "tieneResumen" => true
    "highlights" => array:2 [
      "titulo" => "Highlights"
      "resumen" => "<span id="abss0001" class="elsevierStyleSection elsevierViewall"><p id="spara006" class="elsevierStyleSimplePara elsevierViewall"><ul class="elsevierStyleList" id="celist0001"><li class="elsevierStyleListItem" id="celistitem0001"><span class="elsevierStyleLabel">&#8226;</span><p id="para0001" class="elsevierStylePara elsevierViewall">Understanding the impact of circadian rhythms on Parkinson&#39;s disease pathogenesis and mortality can revolutionize healthcare&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0002"><span class="elsevierStyleLabel">&#8226;</span><p id="para0002" class="elsevierStylePara elsevierViewall">The authors investigated whether the deaths of Parkinson&#39;s disease patients follow a rhythmic pattern due to variations in the circadian rhythm&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0003"><span class="elsevierStyleLabel">&#8226;</span><p id="para0003" class="elsevierStylePara elsevierViewall">During winter was seen more deaths&#44; and fatalities peaked around 9 a&#46;m&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0004"><span class="elsevierStyleLabel">&#8226;</span><p id="para0004" class="elsevierStylePara elsevierViewall">Sunlight reduction increases mortality risk in the long term in patients with Parkinson&#39;s disease&#46;</p></li></ul></p></span>"
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    "resumen" => array:1 [
      "en" => array:3 [
        "titulo" => "Abstract"
        "resumen" => "<span id="abss0002" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0003">Background</span><p id="spara007" class="elsevierStyleSimplePara elsevierViewall">According to growing evidence&#44; sleep disruption harms biological processes and circadian homeostasis&#46; Diurnal motor symptom volatility in Parkinson&#39;s Disease &#40;PD&#41; has been extensively studied&#46; Few studies examined seasonal variability in PD symptoms&#44; some showing it and others not&#46;</p></span> <span id="abss0003" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0004">Objective</span><p id="spara008" class="elsevierStyleSimplePara elsevierViewall">To investigate whether PD patients&#39; deaths follow a rhythmic pattern due to circadian rhythm alterations&#46; Methods&#58; This study used only unidentified patient databases&#46; People with PD&#44; ICD10 code G20&#44; in at least one death certificate field were selected&#46; The Continuous Wavelet Transform and Fourier Transform were checked for oscillation and its duration&#46;</p></span> <span id="abss0004" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0005">Results</span><p id="spara009" class="elsevierStyleSimplePara elsevierViewall">The 18-year analysis found 43&#44;072 PD deaths&#46; The Continuous Wavelet transform revealed a 351&#46;87-day annual component &#40;p &#60; 0&#46;05&#41;&#46; Winter in the southern hemisphere saw more deaths&#44; mainly in July&#46; The Continuous Wavelet transform identified a significant daily component &#40;p &#60; 0&#46;05&#41; of 22&#46;81 hours&#46; Fatalities peaked around 9 a&#46;m&#46; Pneumonia is the leading cause of death in PD&#44; and women and men have the same rhythm pattern&#46;</p></span> <span id="abss0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0006">Conclusion</span><p id="spara010" class="elsevierStyleSimplePara elsevierViewall">Parkinson&#39;s disease mortality in Brazil follows a pattern&#46; Using over 40&#46;000 death certificates from 18 years&#44; the authors found that Parkinson&#39;s patient fatalities rise in winter and peak in July at about 9 a&#46;m&#46; Sunlight reduction increases mortality risk in the long term&#46; Low sunshine lowers temperatures&#44; increasing short-term death risk&#46; This is crucial because it prioritizes the sun&#44; seasons&#44; and circadian rhythm over low temperatures&#46;</p></span>"
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          "en" => "<p id="spara004" class="elsevierStyleSimplePara elsevierViewall">Circadian rhythm dysregulation and its repercussions on different systems&#46;</p>"
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                  <table border="0" frame="\n
                  \t\t\t\t\tvoid\n
                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><a name="en0001"></a><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th><a name="en0002"></a><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">Men &#40;23&#44;581&#41;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th><a name="en0003"></a><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">Women &#40;19&#44;486&#41;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th><a name="en0004"></a><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">Total &#40;43&#44;067&#41;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><a name="en0005"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top"><span class="elsevierStyleBold">Mean Age</span><a class="elsevierStyleCrossRef" href="#tb1fn1"><span class="elsevierStyleSup">a</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0006"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">78&#46;5&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0007"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">81&#46;1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0008"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0009"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top"><span class="elsevierStyleBold">Education</span><a class="elsevierStyleCrossRef" href="#tb1fn1"><span class="elsevierStyleSup">a</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0010"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0011"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0012"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0013"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">None<a class="elsevierStyleCrossRef" href="#tb1fn2"><span class="elsevierStyleSup">b</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0014"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">10&#46;7&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0015"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">14&#46;2&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0016"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">12&#46;3&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0017"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Incomplete elementary school&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0018"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">24&#46;5&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0019"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">25&#46;3&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0020"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">24&#46;8&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0021"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Complete elementary school&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0022"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">17&#46;6&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0023"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">17&#46;2&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0024"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">17&#46;4&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0025"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Middle school&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0026"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">11&#46;4&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0027"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">11&#46;1&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0028"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">11&#46;3&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0029"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Complete high school<a class="elsevierStyleCrossRef" href="#tb1fn2"><span class="elsevierStyleSup">b</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0030"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">10&#46;7&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0031"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">6&#46;1&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0032"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">8&#46;6&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0033"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Empty&#44; ignored&#44; not reported<a class="elsevierStyleCrossRef" href="#tb1fn2"><span class="elsevierStyleSup">b</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0034"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">25&#46;2&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0035"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">26&#46;1&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0036"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">25&#46;6&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0037"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top"><span class="elsevierStyleBold">Race</span><a class="elsevierStyleCrossRef" href="#tb1fn1"><span class="elsevierStyleSup">a</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0038"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0039"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0040"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0041"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">White<a class="elsevierStyleCrossRef" href="#tb1fn2"><span class="elsevierStyleSup">c</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0042"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">74&#46;1&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0043"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">78&#46;4&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0044"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">76&#46;0&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0045"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top">Black<a class="elsevierStyleCrossRef" href="#tb1fn2"><span class="elsevierStyleSup">c</span></a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0046"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">3&#46;1&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0047"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&#46;3&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0048"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0049"></a><td class="td-with-role" title="\n
                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#46;9&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0051"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t</td><a name="en0052"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#46;9&#37;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0053"></a><td class="td-with-role" title="\n
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                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t</td><a name="en0064"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
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                  \t\t\t\t ; entry_with_role_rowhead " align="" valign="top"><span class="elsevierStyleBold">Top-3 <span class="elsevierStyleItalic">causa mortis</span> &#40;ICD code&#41;</span><a class="elsevierStyleCrossRef" href="#tb1fn1">a</a>&#44;<a class="elsevierStyleCrossRef" href="#tb1fn3">e</a>&nbsp;\t\t\t\t\t\t\n
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