<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0430-5027</journal-id>
<journal-title><![CDATA[Finisterra - Revista Portuguesa de Geografia]]></journal-title>
<abbrev-journal-title><![CDATA[Finisterra]]></abbrev-journal-title>
<issn>0430-5027</issn>
<publisher>
<publisher-name><![CDATA[Centro de Estudos Geográficos]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0430-50272014000200012</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Environmental conditions and childhood asthma in Lisbon: An exploratory analysis for autumn thunderstorms]]></article-title>
<article-title xml:lang="pt"><![CDATA[Condições ambientais e asma infantil em Lisboa: Análise exploratória em dias de trovoada no outono]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Canário]]></surname>
<given-names><![CDATA[Paulo]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Fragoso]]></surname>
<given-names><![CDATA[Marcelo]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Mora]]></surname>
<given-names><![CDATA[Carla]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Nogueira]]></surname>
<given-names><![CDATA[Helena]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidade de Lisboa Instituto de Geografia e Ordenamento do Território Centro de Estudos Geográficos]]></institution>
<addr-line><![CDATA[Lisboa ]]></addr-line>
<country>Portugal</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Universidade de Coimbra Faculdade de Ciências e Tecnologia Centre for Anthropology and Health]]></institution>
<addr-line><![CDATA[Coimbra ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2014</year>
</pub-date>
<numero>98</numero>
<fpage>179</fpage>
<lpage>196</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_arttext&amp;pid=S0430-50272014000200012&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_abstract&amp;pid=S0430-50272014000200012&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_pdf&amp;pid=S0430-50272014000200012&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Asthma attacks triggered by thunderstorms have been described in several countries. The rises in pollen concentrations, attributed to atmospheric electrical discharges, were considered the leading cause of these outbreaks. The presence of various pollutants as well as certain weather conditions may contribute synergistically to the onset of exacerbations in patients with a previous diagnosis of asthma. This study aims to investigate whether atmospheric electrical discharges exert any influence on the number of emergency admissions due to childhood asthma, in autumn, in Lisbon. The investigation will examine whether there are isolated or combined effects of meteorological variables, pollutant and pollen concentrations that favour an increase in the number of exacerbations of asthma symptoms. For this purpose we compared the number of asthma admissions in periods with and without thunderstorms in a Lisbon paediatric emergency service. Increasing pollen concentrations attributed to thunderstorms reported in the literature were not found in Lisbon in the days analysed. There was also an absence of relationship between admissions for asthma and air pollution. Associations between hospitalisations due to asthma crisis and atmospheric variables were documented. In Lisbon, no influence of atmospheric electrical discharges in the variation of the number of emergency admissions due to childhood asthma was verified in the studied period (autumn). On the contrary, it was verified that a decrease in minimum temperature positively reinforces these admissions]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Crises de asma desencadeadas por trovoadas têm sido descritas em vários países, como consequência do aumento das concentrações de pólenes. Vários poluentes e certas condições meteorológicas podem contribuir sinergicamente para a agudização dos sintomas em indivíduos com asma. Investiga-se se as descargas eléctricas atmosféricas (DEA) aumentam as admissões hospitalares à urgência infantil, no Outono, em Lisboa. Analisaram-se as entradas numa urgência pediátrica em Lisboa, comparando o número de admissões por asma em períodos com e sem trovoadas. O aumento das concentrações de pólenes no ar, atribuído às trovoadas não se verificou, em Lisboa, no período analisado. Confirmou-se também a ausência de relação entre admissões por asma e poluentes e documentaram-se associações entre aquelas e as variáveis atmosféricas. Não se observou associação entre descargas eléctricas atmosféricas e admissões ao serviço de Urgência pediátrico por asma. No entanto, verificou-se que a diminuição da temperatura mínima provocou o aumento de admissões hospitalares por asma no período estudado]]></p></abstract>
<abstract abstract-type="short" xml:lang="fr"><p><![CDATA[Conditions atmosphériques et asthme infantile à Lisbonne: une analyse pr éliminaire portant sur les jours orageux. On a décrit en divers pays une augmentation des crises d'asthme pendant les jours d'orage, surtout à cause d'un accroissement des concentrations en pollens, liées aux décharges électriques. Mais d'autres causes peuvent être la présence de divers polluants dans l'air ou encore certaines situations météorologiques. On a comparé le nombre de décharges électriques au nombre d'admissions en urgence infantile causées par l'asthme, pendant un automne à Lisbonne. On n'a pas observé d'augmentation de la concentration de l'air en pollens, attribuée aux orages dans la bibliographie pendant cette période, ni de rapport entre les admissions pour asthme et la concentration en polluants ou la fréquence de décharges électriques. Il semble, par contre, que la baisse de la température minimale provoque une augmentation de ces admissions]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Asthma]]></kwd>
<kwd lng="en"><![CDATA[thunderstorms]]></kwd>
<kwd lng="en"><![CDATA[atmospheric electrical discharges]]></kwd>
<kwd lng="en"><![CDATA[minimum temperature]]></kwd>
<kwd lng="en"><![CDATA[Lisbon]]></kwd>
<kwd lng="pt"><![CDATA[Asma]]></kwd>
<kwd lng="pt"><![CDATA[trovoadas]]></kwd>
<kwd lng="pt"><![CDATA[descargas eléctricas atmosféricas]]></kwd>
<kwd lng="pt"><![CDATA[temperatura mínima]]></kwd>
<kwd lng="pt"><![CDATA[Lisboa]]></kwd>
<kwd lng="fr"><![CDATA[Asthme]]></kwd>
<kwd lng="fr"><![CDATA[orage]]></kwd>
<kwd lng="fr"><![CDATA[décharges électriques atmosphériques]]></kwd>
<kwd lng="fr"><![CDATA[température minimale]]></kwd>
<kwd lng="fr"><![CDATA[Lisbonne]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <div>       <p align="right"><b>ARTIGO ORIGINAL</b></p>          <p><b>Environmental conditions and childhood asthma in Lisbon. An exploratory  analysis for autumn thunderstorms</b></p>        <p>&nbsp;</p>       <p><b>Condi&ccedil;&otilde;es ambientais e asma infantil em lisboa. Análise exploratória em dias de  trovoada no outono. </b>&nbsp;</p>        <p>&nbsp;</p>       <p>&nbsp;</p>         <p><b>Paulo Canário<sup>1 </sup>Marcelo Fragoso<sup>2 </sup>Carla Mora<sup>3 </sup>Helena  Nogueira<sup>4 </sup></b></p>         <p><sup>1 </sup>PhD student,  researcher at CEG - IGOT &#8211; UL, research Group ZePHyrUs &#8211; altera&ccedil;&otilde;es Climáticas e sistemas ambientais. Edifício da  Faculdade de Letras, Alameda da Universidade, 1600-214 Lisboa, Portugal. E-mail: <a href="mailto:pmscanario@gmail.com">pmscanario@gmail.com</a> </p>         <p><sup>2 </sup>Assistant Professor, researcher at CEG - IGOT &#8211;  UL, research Group ZePHyrUs &#8211; altera&ccedil;&otilde;es Climáticas e sistemas ambientais. Edifício da Faculdade de Letras, Alameda da  Universidade, 1600-214 Lisboa, Portugal. E-mail: <a href="mailto:mfragoso@campus.ul.pt">mfragoso@campus.ul.pt</a> </p>         ]]></body>
<body><![CDATA[<p><sup>3 </sup>Invited assistant Professor, researcher at CEG - IGOT  &#8211; UL, research Group ZePHyrUs &#8211; altera&ccedil;&otilde;es Climáticas e sistemas ambientais. Edifício da Faculdade de Letras, Alameda  da Universidade, 1600-214 Lisboa, Portugal. E-mail: <a href="mailto:carlamora@campus.ul.pt">carlamora@campus.ul.pt</a>&nbsp; </p>         <p><sup>4</sup>Assistant Professor, researcher at CIAS &#8211; UC,  research Group CIAS - research Centre for Anthropology and Health. Faculdade de Ci&ecirc;ncias e tecnologia, Universidade de Coimbra apartado 3046 3001-401  Coimbra. E-mail: <a href="mailto:helenamarquesnogueira@gmail.com">helenamarquesnogueira@gmail.com</a>&nbsp; </p>         <p>&nbsp;</p>        <p>&nbsp;</p>       <p><b>ABSTRACT</b></p>         <p> Asthma attacks triggered by thunderstorms have been described in several countries. The rises in pollen concentrations, attributed to atmospheric electrical  discharges, were considered the leading cause of these outbreaks. The presence of various pollutants as well as certain weather conditions may contribute  synergistically to the onset of exacerbations in patients with a previous diagnosis of asthma. This study aims to investigate whether atmospheric electrical  discharges exert any influence on the number of emergency admissions due to childhood asthma, in autumn, in Lisbon. The investigation will examine whether  there are isolated or combined effects of meteorological variables, pollutant and pollen concentrations that favour an increase in the number of exacerbations  of asthma symptoms. For this purpose we compared the number of asthma admissions in periods with and without thunderstorms in a Lisbon paediatric emergency  service. Increasing pollen concentrations attributed to thunderstorms reported in the literature were not found in Lisbon in the days analysed. There was also  an absence of relationship between admissions for asthma and air pollution. Associations between hospitalisations due to asthma crisis and atmospheric  variables were documented. In Lisbon, no influence of atmospheric electrical discharges in the variation of the number of emergency admissions due to childhood  asthma was verified in the studied period (autumn). On the contrary, it was verified that a decrease in minimum temperature positively reinforces these  admissions. </p>         <p><b>Keywords</b>: Asthma, thunderstorms, atmospheric electrical discharges, minimum temperature, Lisbon </p>      <p>&nbsp;</p>      <p><b>RESUMO </b></p>         <p>Crises de asma desencadeadas por trovoadas t&ecirc;m sido descritas em vários países, como consequ&ecirc;ncia do aumento das concentra &ccedil;&otilde;es de pólenes. Vários poluentes e certas condi&ccedil;&otilde;es meteorológicas podem contribuir sinergicamente para a  agudização dos sintomas em indivíduos com asma. Investiga-se se as descargas el&eacute;ctricas atmosf&eacute;ricas (DEA) aumentam as admiss ões hospitalares &agrave; urg&ecirc;ncia infantil, no Outono, em Lisboa. Analisaram-se as entradas numa urg&ecirc;ncia pediátrica em Lisboa,  comparando o n&uacute;mero de admissões por asma em períodos com e sem trovoadas. O aumento das concentra&ccedil;&otilde;es de pólenes no  ar, atribuído &agrave;s trovoadas não se verificou, em Lisboa, no período analisado. Confirmou-se tamb&eacute;m a aus&ecirc;ncia de rela ção entre admissões por asma e poluentes e documentaram-se associa&ccedil;&otilde;es entre aquelas e as variáveis atmosf&eacute; ricas. Não se observou associação entre descargas el&eacute;ctricas atmosf&eacute;ricas e admissões ao servi&ccedil;o de Urg&ecirc; ncia pediátrico por asma. No entanto, verificou-se que a diminuição da temperatura mínima provocou o aumento de admissões  hospitalares por asma no período estudado. </p>         ]]></body>
<body><![CDATA[<p><b>Palavras-chave</b>: Asma, trovoadas, descargas el&eacute;ctricas atmosf&eacute; ricas, temperatura mínima, Lisboa. </p>      <p>&nbsp;</p>      <p><b>RÉSUMÉ</b></p>         <p>Conditions atmosph&eacute;riques et asthme infantile &agrave; Lisbonne: une analyse pr &eacute;liminaire portant sur les jours orageux. On a d&eacute;crit en divers pays une augmentation des crises d&#8217;asthme pendant les jours d&#8217;orage,  surtout &agrave; cause d&#8217;un accroissement des concentrations en pollens, li&eacute;es aux d&eacute;charges &eacute;lectriques. Mais d&#8217;autres causes  peuvent &ecirc;tre la pr&eacute;sence de divers polluants dans l&#8217;air ou encore certaines situations m&eacute;t&eacute;orologiques. On a compar&eacute; le  nombre de d&eacute;charges &eacute;lectriques au nombre d&#8217;admissions en urgence infantile caus&eacute;es par l&#8217;asthme, pendant un automne &agrave;  Lisbonne. On n&#8217;a pas observ&eacute; d&#8217;augmentation de la concentration de l&#8217;air en pollens, attribu&eacute;e aux orages dans la bibliographie  pendant cette p&eacute;riode, ni de rapport entre les admissions pour asthme et la concentration en polluants ou la fr&eacute;quence de d&eacute;charges  &eacute;lectriques. Il semble, par contre, que la baisse de la temp&eacute;rature minimale provoque une augmentation de ces admissions. </p>         <p><b>Mots-cl&eacute;s</b>: Asthme, orage, d&eacute;charges &eacute;lectriques atmosph&eacute;riques, temp&eacute;rature minimale, Lisbonne. </p>         <p>&nbsp;</p>       <p>&nbsp;</p>          <p><b>I. INTRODUCTION </b></p>         <p>As part of the &#8220;RAIDEN&#8221; project, financed by FCT, the Portuguese foundation for science and  technology, research was conducted on the spatial and temporal variability of thunderstorms over mainland Portugal based on the first seven years (2003-2009)  of atmospheric electric discharge (AED) records, provided by the AED detection network setup by <i>Instituto Portugu&ecirc;s do Mar e da Atmosfera</i>  (IPMA). For more on these records please see Santos <i>et al.</i> (2012), Sousa <i>et al.</i> (2013) and Correia (2013). As part of the aforementioned project,  Professor Henrique Andrade, in collaboration with physicians of <i>Dona Estef&acirc;nia </i>Hospital in Lisbon, initiated a study on the possible links between  thunderstorms and the increase in the number of asthma attacks in children living in Lisbon. </p>         <p>The increase in number of asthma attacks linked to  thunderstorms has been reported around the world. The first studies were made in the beginning of the 1980s in the UK (D&#8217;amato, 2012; Anderson, 2001).  Other countries to report surges in the number of asthma attacks linked to the occurrence of thunderstorms are Australia (Bellomo, 1992; Girgis, 2000; Marks,  2001), the USA (Grundstein, 2008), Canada (Villeneuve, 2005) and Italy (D&#8217;Amato, 2005; Losappio, 2011). Several mechanisms were put forward as the  triggers of asthma crisis, the most widely accepted being an increase in the concentrations of airborne pollen during and immediately after the occurrence of  thunderstorms (Marks, 2007). The increase in pollen concentrations is due to the rupture of pollen grains through osmotic shock, which occurs during  thunderstorms on the smaller sized particles that, when inhaled, reach the lower air passages thus increasing the allergic reaction (Suphioglu, 1992;  Vaidyanathan, 2006; Taylor, 2007; Grudstein, 2009). Other factors can work in synergy to increase asthma attacks during thunderstorms, for example the increase  in pollutants such as ozone, nitrogen oxides and particulate matter (PM) (Fauroux, 2000; Johnston, 2006; Ruffoni, 2013). Alcoforado (1991) found a link between  increases in the occurrence of asthma attacks and clear, calm anticyclone conditions in the city of Lisbon during spring. </p>         ]]></body>
<body><![CDATA[<p>the records for thunderstorms  in Portugal show a relatively low frequency of these events, even for the country&#8217;s centre, interior and southern regions where the occurrence is higher,  with a yearly average AED for 2003-2009 of 15 days to 20 days with registered electrical activity. In the Lisbon area the average was of 10 days a year. </p>          <p>Autumn and more specifically the September-November trimester is the time of year with the highest occurrence of AED in mainland Portugal (Correia, 2013).  The month of September registers the highest number of incidences with an average of 23.5% of the yearly total of days with thunderstorms. During this season  the average density of AED are nevertheless lower than during the summer, especially in the interior regions of Portugal. As for the spatial distribution, AED  are more frequent in the centre, interior and south of Portugal. During both autumn and the spring-summer seasons, there is a well-defined daily cycle in the  temporal distribution of AED, which occur more frequently during the afternoon, with peaks between 4p.m. and 5p.m. </p>         <p>&nbsp;</p>         <p><b>II. AIM </b></p>         <p> The aim of this study is to investigate whether thunderstorms, namely, the records of atmospheric electric discharges, exert any influence on the number of  asthma admissions to the paediatric emergencies (in autumn, in Lisbon). In parallel, the study aims at understanding which atmospheric variables are associated  with the increase of paediatric asthma admissions. Lastly, it is also important to identify the environmental conditions (isolated or a combination of  meteorological, pollutant and pollen concentration effects) that are consistent with asthma symptoms. </p>         <p>&nbsp;</p>         <p><b>III. METHODS AND DATA </b></p>          <p><b>1. Atmospheric Electric Discharge Data </b></p>         <p>AED are one of the most important manifestations in the development cycle of vertically developed  clouds, such as <i>Cumulonimbus</i> or <i>Cumulus congestus</i>, which occur during unstable atmospheric conditions known as thunderstorms. In 2002 IPMA  installed and has since maintained a network for the detection of AED in mainland Portugal, made-up of four sensors that capture two types of AED, intra-cloud  and cloud-ground. </p>         <p>In order to build a sample of thunderstorm days in autumn in the Lisbon area,&nbsp;&nbsp; data from the period of 2003-2009 were made  available by IPMA through the RAIDEN project collaboration protocol. As stated above, the information was obtained from the detection network implemented over  mainland Portugal, through sensors that function combining two detection methods (known as Df, Direction finders and TOA, time of arrival), which are efficient  and precise at capturing the electromagnetic signal produced by the AED. In this study, only the cloud-ground AED were considered since the intra-cloud  discharges do not have a significant impact on atmospheric conditions that might influence allergenic symptoms. In this manner, the sample for &#8220; thunderstorm days in the Lisbon area&#8221; during autumn (2003-2009), are days where AED cloud-ground were registered within a quadrangular sector (<a href="#f1">fig. 1</a>)  with around 40 km each side, centred about the <i>Dona Estef&acirc;nia </i>Hospital. Despite the lack of control over whether patients arriving at that  hospital with asthma symptoms are doing so from within the defined area, the defined spatial limits (<a href="#f1">fig. 1</a>) allow for the hypothesis that the Hospital&#8217;s  admissions for asthmatic patients are related to the thunderstorms (AED) detected within the area. The parameters considered for the AED were the total amount  of discharges within the area of study. Other parameters, such as polarity, current intensity or multiplicity, were not considered relevant. </p>         ]]></body>
<body><![CDATA[<p>&nbsp;</p> <a name="f1"></a> <img src="/img/revistas/fin/n98/n98a12f1.jpg">     
<p>&nbsp;</p>          <p>The sample contained a total of 20 days with registered thunderstorms between the 1<sup>st</sup> of September and the 15<sup>th</sup> of  November, a period that is considered to be representative of the warmest phase in autumn. <a href="#t1">Table I</a> presents a general description of the atmospheric electric  discharge during those 20 days. Out of the sample total, 45% of days with registered thunderstorms occurred in September and were characterised by the severity  of the storms with a higher number of registered AED &#8211; 433 &#8211; making up a total of 68% of all the registered AED. Of note is a single day (9<sup>th  </sup>of September 2009) with an exceptionally high number of AED (178), an extreme event in the context of atmospheric electric discharges in the Lisbon area  for the period of 2003-2009 (Carra&ccedil;a <i>et al.,</i> 2012). In October and November the days with registered thunderstorms had similar numbers of daily  AED, with a daily maximum of 23 and 25 AED. </p>           <p>&nbsp;</p> <a name="t1"></a> <img src="/img/revistas/fin/n98/n98a12t1.jpg">     
<p>&nbsp;</p>           <p>In addition to this sample, a control sample was created made-up of a random selection of 40  days without registered AED, during the same time-period in autumn and for the same region. </p>         <p><b>2. Meteorological variables </b></p>         <p>The  meteorological data were obtained from the national Climatic Data Center (NCDC). Values of temperature, humidity, precipitation, wind, cloud cover and  atmospheric pressure for the <i>Gago Coutinho </i>weather station in Lisbon were used. this station (located within the <i>Dona Estef&acirc;nia</i>  Hospital&#8217;s area of influence) is not influenced by terrain or urban construction, as it is situated next to the airport, which is why it is used as a  reference station representative of regional climate (Andrade, 2003; Alcoforado e Andrade, 2006). </p>         <p><b>3. Air quality </b></p>         <p>When thunderstorms  occur, electrical discharges can increase pollen concentrations and can also contribute towards the production of nitrogen oxides, and thus towards an increase  in ozone concentrations (Dales <i>et al.</i>, 2003; Grundstein and Sarnat 2009; Ruffoni <i>et al.,</i> 2013). The increase in pollutant concentrations and the  fragmentation of airborne particles, making them more easily inhaled, are phenomena that can contribute to increase the number of asthma attacks (Burch and  Levetin, 2002; Moreira <i>et al</i>, 2008; D&#8217;amato, Cecchi and Annesi-Maesano, 2012). </p>         ]]></body>
<body><![CDATA[<p>The concentrations of nitrogen dioxide (nO<sub>2</sub>),  ozone (O<sub>3</sub>), PM less than 2.5 &micro;g/m<sup>3</sup><sup> </sup>and PM less than 10 &micro;g/m<sup>3 </sup>were analysed for the 40 days of the  control sample and the sample&#8217;s 20 days. Hourly data from the stations closest to the <i>Dona Estef&acirc;nia</i> Hospital in <i>Avenida da  Liberdade</i>, <i>Beato</i>, <i>Olivais</i><i>, Odivelas </i>and<i> Entrecampos</i> (Qualar &#8211; Portuguese environmental agency - <a href="#t2">table II</a>), were analysed.  </p>          <p>&nbsp;</p> <a name="t2"></a> <img src="/img/revistas/fin/n98/n98a12t2.jpg">     
<p>&nbsp;</p>             <p>Air quality was determined by both the time-limits of pollutant concentration set by decree-law no. 102/2010, of the 23 <sup>rd</sup> of September, and by two levels: alert levels (level above which a short period of exposure represents risk to human health and immediate  measures must be adopted) and information levels (level above which a short period of exposure represents risk to human health for that part of the population  that is particularly sensitive and above which the need for immediate public advice in needed). </p>         <p>Values of PM 2.5 and PM 10 greater than 50 &micro;g/m <sup>3</sup> were considered above the limit for Human Health safety (Decree-law no. 102/2010); values lower than 30 &micro;g/m3 are considered to be good air  quality levels and values between 30 and 50 are considered medium air quality levels. </p>         <p>Hourly mean nitrogen dioxide levels were fixed between 120 &micro; g/m<sup>3</sup> and 100 &micro;g /m<sup>3 </sup>as the upper and lower limits, respectively. As for ozone concentrations, values should not be above 180 &micro; g /m<sup>3</sup> for the information level, or above 240 ug/m<sup>3 </sup>for the alert level, also for a reference period of 1 hour. </p>         <p>For the analysed  period, ozone concentrations were below the above-referenced levels. </p>         <p>As for nO<sub>2</sub>, there were several days where the upper limits were  exceeded. This gas is a product of the oxidisation of NO, which is originated by vehicle emissions, making it a good indicator for the amount of traffic. The  <i>Avenida da Liberdade </i>weather station illustrates this point as it is the station closest to an area of high traffic intensity and was the station  that registered the highest nO<sub>2</sub> concentrations (<a href="#t2">table II</a>). The <i>Entrecampos</i> weather station registered similar values, however <i>Olivais  </i>station values did not pass the legal limits and <i>Beato</i> station only exceeded these limits during a two-hour period. The latter two stations  are located farthest from the main road arteries and essentially reflect the regional signal. </p>         <p>Critical values were registered during two days in <i> Entrecampos</i> (during 2 hours on 12/9/2007 and 1 hour on 19/9/2007) and during a 7 day period in <i>Avenida da Liberdade</i> (between 1 to 13 hours,  daily). The month of September 2007 registered the highest number of days above the critical values, which were also the warmest days in the sample. </p>         <p> Only two weather stations (<i>Entrecampos and Olivais</i>) had data for the smaller dimension PM (&lt;2,5 &micro;g/m<sup>3</sup>), and never registered  values above the legal limit of 50 &micro;g/m<sup>3</sup> (<a href="#t2">table II</a>). Moderate quality data were registered for 8 hours in <i>Entrecampos </i>and during  6 hours in Olivais, with both stations registering the highest values for the same five days. </p>         ]]></body>
<body><![CDATA[<p>PM 10 &micro;g/m<sup>3</sup> values were registered in 4  of the chosen stations, with <i>Avenida da Liberdade </i>station showing the highest values (16 days), followed by <i>Entrecampos </i>(15 days),  Olivais (10 days) and Odivelas (7 days). During the warmest days in 2007 (19/9, 20/9, 21/9 and 16/10) values were above critical levels during 24 hours in <i> Avenida da Liberdade</i>. </p>         <p><b>4. Emergency admission records </b></p>         <p>During the 60 days analysed, clinicians consulted 14,464 children  resulting in the same number of admissions in the hospital&#8217;s emergency, and 1023 were asthma admissions (<a href="#t4">table IV</a>). From each of the patient&#8217;s  admission charts information relating to time of admission, date of admission, age, sex and patient postal code were collected. </p>            <p>&nbsp;</p> <a name="t3"></a> <img src="/img/revistas/fin/n98/n98a12t3.jpg">     
<p>&nbsp;</p>          <p>&nbsp;</p> <a name="t4"></a> <img src="/img/revistas/fin/n98/n98a12t4.jpg">     
<p>&nbsp;</p>            <p><b>5. Pollen  information </b></p>         <p>Pollen-concentration data were obtained from the Portuguese network of aerobiology (<a href="http://www.rpaerobiologia.com/" target="_blank">http://www.rpaerobiologia.com/</a>). Data were  retrieved for the analysed days and for the five days preceding and succeeding those dates. The predominant pollens were from the <i>Parietaria</i> and <i> Chenopodium</i> grain types, registering values that were, on average, higher during the control days than the days with thunderstorms. </p>         <p><b>6.  Statistical analysis </b></p>         ]]></body>
<body><![CDATA[<p>An initial comparison between numbers of admission in both samples (thunderstorm and control) was made using an analysis of  variance <i>ANOVA</i>. In all analyses the total daily number of asthma cases was considered, as well as the percentage of asthma cases relative to the total  number of admissions. Spearman correlation matrices were made for all the variables that were retrieved and considered important in the consulted literature.  </p>         <p>A regression analysis was made with the aim of establishing a link between the pollen counts, meteorological variables and air quality and the amount  of patients arriving at the paediatric emergency for the sample days. The pollen counts used for this study were for those with the highest concentrations: <i> Chenopodium</i><i>, Parietaria, Poaceae, Cupressaceae</i> and the total value of all species present. Both the daily concentrations and the previous days mean  average concentration (up to five days) were analysed. Different meteorological variables were accounted for: maximum, minimum and average temperature; wind  speed direction, average speed and maximum wind gust, relative humidity, pressure, precipitation and cloud cover. Also used were values of maximum (MaxTan),  minimum (MinTan) and average temperature anomaly (calculated as a function of a normal reference monthly value for each of the mentioned temperatures). The air  quality values used were the average concentration and the number of hours that concentration values were above critical levels for the pollutants referenced  in <a href="#t3">table III</a>. Discriminant analysis was used in order to classify groups of days by the various variables, in the variety of contexts analysed. This analysis  was considered to be a simple and robust tool that adequately interprets the differences between two groups, as it allows for the investigation of the  differences between two samples of different days according to the same set of independent variables (Hand, 2006). The tool allows for an easy treatment of  qualitative variables (such as wind direction) necessary for the analysis. This statistical approach also has the advantage of providing a predictive analysis  and of allowing for the definition of a single or a set of variables that allows for the prediction of the number of arrivals at the paediatric emergency  services. </p>           <p>In the analysis presented, values were considered to be statistically significant if they had a <i>p value</i> that was less  than 0.05. The software used for statistical analyses were SPSS (version 17.0), sas (version 9.00), XLstat and <i>Statistica</i> (version 7). </p>         <p>&nbsp;</p>       <p><b>IV.  RESULTS </b></p>         <p>The forty days of the control sample were analysed and compared to the thunderstorm sample of twenty days. This comparison showed that the  days with the highest absolute values for maximum and average temperatures occurred in the control sample and that, on average, days with thunderstorms were  slightly warmer when comparing maximum, minimum and average temperatures (<a href="#t3">table III</a>). Wind speed was higher for days with thunderstorms and precipitation  values were, on average, also higher. Only 17% of the control sample days registered precipitation values, whereas 80% of thunderstorms days registered  precipitation (precipitation days were defined as days with precipitation values over 0.1mm). Relative humidity was also on average higher for thunderstorm  days than for the control sample. </p>         <p>Wind values had significantly different characteristics in both samples, both in speed and direction. During  thunderstorm days, wind speed was substantially higher than for the control sample (<a href="#f2">fig. 2</a>). The wind direction on thunderstorm days presented a different  pattern from the control sample. On days with thunderstorms the wind blew mostly from north and south, whereas on control days the wind direction was mainly  from WNW and NW (<a href="#f2">fig. 2</a>). </p>          <p>&nbsp;</p> <a name="f2"></a> <img src="/img/revistas/fin/n98/n98a12f2.jpg">     
<p>&nbsp;</p>            <p>As for the admissions to the paediatric emergency, the average number of admissions on days with  thunderstorms was slightly higher than those for days in the control sample (<a href="#t4">table IV</a>). </p>         ]]></body>
<body><![CDATA[<p>The correlation matrices computed for the  different variables gave clues on how to proceed with the analysis. <a href="#t5">Table V</a> only presents the statistically significant spearman correlation coefficients  computed between all the considered variables and the emergency admission variables (percentage and number of asthma cases). </p>           <p>&nbsp;</p> <a name="t5"></a> <img src="/img/revistas/fin/n98/n98a12t5.jpg">     
<p>&nbsp;</p>           <p>The analysis presented in <a href="#t5">table V</a> reveals that the level of significance of the pairing varies when considering the percentage or the number of asthma  cases. </p>         <p>The analysis shows that pollen concentrations do not increase as a function of electric discharges, and that the concentration values were much  lower than the critical levels established in the aforementioned references, making them clinically irrelevant. Rapijeko (2007) found that few patients  previously established as sensitive to pollen grains reacted to pollen concentrations of 20 grains/m<sup>3</sup>, showing only adverse reactions when  concentrations reached 50 grains/m<sup>3</sup>. Pollen levels of 35 grains/m<sup>3</sup> (Brito <i>et al.,</i> 2010) and of 50 grains/m<sup>3</sup>  (Kiotseridis, 2013) were described in Spain and Sweden, respectively. In Lisbon, during the thunderstorm sample days, the maximum values of pollen  concentrations were 6.48 grains/m<sup>3</sup> for the <i>Chenopodium</i> grains, of 2.70 grains/m<sup>3</sup> for the <i>Cupressaceae </i>grains and  4.32 grains/m<sup>3</sup> for the <i>Parietaria</i> grains. The low pollen concentrations, and therefore clinically irrelevant values measured during the  sample days determined that these variables were of no influence on asthma patient admissions. </p>         <p>The possible link between the number of daily electric  discharges and the number of daily admissions to the Paediatric emergency (both as percentage of cases and number of cases) was explored, and no statistically  significant correlations were found between these variables. </p>         <p>Given the number of asthma admissions, the analysis of the two samples using analysis of  variance (ANOVA) showed an absence of statistically significant differences between the two samples (<a href="#t6">table VI</a>), which was verified for both percentage of  emergency asthma cases and number of emergency asthma patient cases. Given that there was no statistically significant difference between the two samples,  combined with the low pollen concentration values, the decision was made to reclassify all the sample days. In this manner, two new samples were created, the  first with 19 days, representing 1/3 of the days with the highest number of asthma admissions, and a second containing the remaining 38 days. The analysis of  variance (ANOVA) was performed on the two new samples, which were found to be statistically different (<a href="#t7">table VII</a>). </p>            <p>&nbsp;</p> <a name="t6"></a> <img src="/img/revistas/fin/n98/n98a12t6.jpg">     
<p>&nbsp;</p>           <p>&nbsp;</p> <a name="t7"></a> <img src="/img/revistas/fin/n98/n98a12t7.jpg">     
]]></body>
<body><![CDATA[<p>&nbsp;</p>            <p>There was now a need to establish the relationship between the meteorological and air quality variables and asthma admissions in the  two new samples. In order to address this, several discriminant analyses were conducted in order to identify the factor, or set of factors, that determined the  classification of the days in each of the samples (<a href="#t8">table VIII</a> and <a href="#t9">table IX</a>). </p>          <p>&nbsp;</p> <a name="t8"></a> <img src="/img/revistas/fin/n98/n98a12t8.jpg">     
<p>&nbsp;</p>          <p>&nbsp;</p> <a name="t9"></a> <img src="/img/revistas/fin/n98/n98a12t9.jpg">     
<p>&nbsp;</p>              <p>A little  over 77% of the sample days were well classified by the variables listed above (when considering the number of daily cases). The days with the highest number  of emergency asthma admissions were characterised by lower minimum temperature values (<a href="#f3">fig. 3</a>), higher maximum temperatures, lower relative humidity and  greater wind speed. The wind direction was a relatively important factor in the classification of the variables, whereas atmospheric pressure and precipitation  were less important. </p>           <p>&nbsp;</p> <a name="f3"></a> <img src="/img/revistas/fin/n98/n98a12f3.jpg">     
<p>&nbsp;</p>             <p><i>Poisson</i> regression analysis served to model and examine the effects of the variables on  emergency asthma admissions. Several regression models were built with different meteorological and air quality variables in order to determine the model  capable of explaining the most (the variables used were the same as those used for the discriminant analysis). The <i>Poisson</i> regression confirmed the  relative importance of minimum (maximum) temperatures and its inverse (direct) relationship with the increase in asthma cases (<a href="#t10">table X</a>). Furthermore, it was  verified that the increase in asthma admissions was higher by winds blowing from the south and West. </p>           ]]></body>
<body><![CDATA[<p>&nbsp;</p> <a name="t10"></a> <img src="/img/revistas/fin/n98/n98a12t10.jpg">     
<p>&nbsp;</p>         <p>&nbsp;</p>        <p><b>V. DISCUSSION AND  CONCLUSIONS </b></p>         <p>This study found no relationship between the occurrence of thunderstorms and emergency paediatric asthma admissions in Lisbon during  autumn. Despite the fact that, on average, days with thunderstorms showed a higher number of emergency asthma admissions, no statistical evidence was found to  link the two phenomena. In the same manner, no statistical evidence was found linking the number of daily electric discharges with the number of asthma  emergency admissions. The increase in airborne pollen concentrations that several authors have associated with the occurrence of thunderstorms did not occur in  Lisbon during the time of the study. The smallness of the sample of days with thunderstorms could have been a contributing factor. On the other hand, it is  possible that air flux dynamics, described as causing an increase in the number of asthma cases, might not have occurred, or if they did, they might not have  affected the risk population (Taylor <i>et al., </i>2004; Nasser, Pulimood, 2009; D&#8217;amato <i>et al., </i>2012). Autumn was chosen for the analysis as the  period of the year with the highest number of AED in Portugal, together with the fact that, as it is not the period with the highest pollen concentration  (concentrations are low and stable), it would allow for an easy identification of any peaks that could more easily be associated with the occurrence of  thunderstorms. It is possible, however, that the relationship might occur for months with higher pollen concentrations in Lisbon, such as the months of April  and May (Caeiro <i>et al.,</i> 2007). </p>         <p>The absence of a relationship between asthma admission and the pollutants is due to the relatively low  concentration values and the relatively low number of days where the risk levels were exceeded, despite the relationships previously established when  concentration values were below the risk levels determined by law (Fauroux, 2000). </p>         <p>The inversely proportional relationship between hospital admissions  and minimum temperatures and the directly proportional relationship between hospital admissions and maximum temperatures was established using discriminant  analysis, and confirmed by the <i>Poisson</i> regression, albeit with low statistically significant values (with the maximum temperatures established as less  significant). However, there was no statistical relationship between the daily temperature range for the sampled days and asthma admissions, contrary to what  was established during spring in Lisbon (Alcoforado, 1991) where days with a large range in temperature were associated to an increase in the number of asthma  cases. The relationships here established only demonstrate the relative importance of the coldest and warmest days. The inversely proportional relationship  with minimum temperatures confirms the conclusions also reached in other studies (Rossi, 1993; Hervás, 2013), although other authors have shown the  existence of directly proportional relationships (Hashimoto, 2004; Mireku <i>et al.,</i> 2009) such as the one found here. In all the analyses performed, the  wind speed variable is directly proportional to the number of asthma attacks (despite having a low importance). As for wind direction, Poisson regression  analysis found opposite signs for the different directions considered. The importance of wind direction is a matter deserving a more in depth analysis, where a  larger sample of consecutive days registering higher pollen counts (spring) should be considered. The relationship between the asthma attack variables and  humidity was contradictory for the two analyses performed, which did not allow for a conclusion. </p>         <p>As a final note: this study did not find that  atmospheric electric discharges had any influence on the number of paediatric emergency asthma admissions. At the same time, no influence between AED and the  increase in pollen concentrations was found for Lisbon. These results might be due to the fact that the period of thunderstorms occurrences analysed was autumn  when pollen concentrations are low, due to the limited number of sample days and due to the type of analysis performed. a drop in the minimum temperature does  seem to increase the amount of asthma emergencies. </p>         <p>&nbsp;</p>        <p><b>ACKNOWLEDGEMENTS </b></p>         ]]></body>
<body><![CDATA[<p>The study presented here is the result of an initiative brought  about by Professor Henrique Andrade who pioneered this theme in Portugal, which has interested a diversity of specialists, mainly in europe and north America.  With the aim of continuing his research, the team he collaborated with at the time of his death, presents this paper as the first results of an ongoing  research. The authors would like to thank the imuno-allergic services of the <i>Dona Estef&acirc;nia</i> Hospital for all the support and availability  throughout this first phase of the research. We also thank the anonymous reviewers for all comments and suggestions that helped improve this work. </p>         <p>The  research was undertaken within the project &#8220;Lightning activity in Portugal: variability patterns and socioeconomic impacts (RAIDEN)&#8221;, funded by  Fundação para a Ci&ecirc;ncia e a tecnologia (FCT), under the contract number PTDC/CTE-ATM/101931/2008. </p>         <p>&nbsp;</p>         <p><b>BIBLIOGRAPHY </b></p>         <!-- ref --><p>Alcoforado MJ, Andrade H (2006) Nocturnal urban heat island in Lisbon (Portugal): main features and  modelling attempts. <i>Theor Appl Climatol</i>, 84: 151-159.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=000117&pid=S0430-5027201400020001200001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>         <!-- ref --><p>Alcoforado MJ (1991)  Influ&ecirc;ncia do tempo no desencadeamento de crises de dispneia em doentes respiratórios. <i>Finisterra </i>- <i>Revista Portuguesa de  Geografia</i>, XXVI (51): 105-115.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=000119&pid=S0430-5027201400020001200002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>         <!-- ref --><p>Anderson W, Prescott GJ, Packham S, Mullins J, Brookes M,  Seaton A (2001) Asthma admissions and thunderstorms: a study of pollen, fungal spores, rainfall and ozone. <i>Q J Med</i>; 94: 429-433.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=000121&pid=S0430-5027201400020001200003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></p>         ]]></body>
<body><![CDATA[<!-- ref --><p>Andrade H (2003) <i>Bioclima humano e temperatura do ar em Lisboa</i>. PhD Thesis. 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