International Journal of Environmental Research and Public Health (MDPI)
2004 | 525,942,120 words
The International Journal of Environmental Research and Public Health (IJERPH) is a peer-reviewed, open-access, transdisciplinary journal published by MDPI. It publishes monthly research covering various areas including global health, behavioral and mental health, environmental science, disease prevention, and health-related quality of life. Affili...
Temporal and Cartographic Analyses of the Distribution within Spain of...
Germán Sánchez-Díaz
Institute of Rare Diseases Research (IIER), Instituto de Salud Carlos III, 28029 Madrid, Spain
Francisco Escobar
Department of Geology, Geography and Environmental Sciences, University of Alcala, 28801 Alcalá de Henares, Spain
Ana Villaverde-Hueso
Institute of Rare Diseases Research (IIER), Instituto de Salud Carlos III, 28029 Madrid, Spain
Manuel Posada de la Paz
Institute of Rare Diseases Research (IIER), Instituto de Salud Carlos III, 28029 Madrid, Spain
Verónica Alonso-Ferreira
Institute of Rare Diseases Research (IIER), Instituto de Salud Carlos III, 28029 Madrid, Spain
Download the PDF file of the original publication
Year: 2019 | Doi: 10.3390/ijerph16081388
Copyright (license): Creative Commons Attribution 4.0 International (CC BY 4.0) license.
[Full title: Temporal and Cartographic Analyses of the Distribution within Spain of Mortality Due to Granulomatosis with Polyangiitis (1984–2016)]
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International Journal of Environmental Research and Public Health Article Temporal and Cartographic Analyses of the Distribution within Spain of Mortality Due to Granulomatosis with Polyangiitis (1984–2016) Germ á n S á nchez-D í az 1,2,3 , Francisco Escobar 2 , Ana Villaverde-Hueso 1,3 , Manuel Posada de la Paz 1,3 and Ver ó nica Alonso-Ferreira 1,3, * 1 Institute of Rare Diseases Research (IIER), Instituto de Salud Carlos III, 28029 Madrid, Spain; g.sanchez@externos.isciii.es (G.S.-D.); anavillaverde@isciii.es (A.V.-H.); mposada@isciii.es (M.P.d.l.P.) 2 Department of Geology, Geography and Environmental Sciences, University of Alcala, 28801 Alcal á de Henares, Spain; francisco.escobar@uah.es 3 Centre for Biomedical Network Research on Rare Diseases (CIBERER), 28029 Madrid, Spain * Correspondence: valonso@isciii.es; Tel.: + 34-91-822-20-89 Received: 14 March 2019; Accepted: 13 April 2019; Published: 17 April 2019 Abstract: The aim is to conduct a descriptive, population-based study in order to assess temporal and spatial changes in mortality due to granulomatosis with polyangiitis (GPA) in Spain from 1984 to 2016. Mortality data were obtained from the Spanish Annual Death Registry. Deaths in which GPA was the underlying cause were selected using the 446.4 and M 31.3 codes from the International Classification of Diseases, 9 th and 10 th revision. Annual average age at death and age-adjusted mortality rates were calculated. Geographic analysis was performed at municipality and district level Variations in mortality according to the type of municipality (urban, agro-urban or rural), district and geographic location (degrees of latitude) were assessed using standardized mortality ratios (SMRs) and smoothed-SMRs. Over the whole period, 620 deaths due to GPA were identified. Age at death increased at an average annual rate of 0.78% over the period 1987–2016 ( p < 0.05). Age-adjusted mortality rates increased by an annual average of 20.58% from 1984 to 1992, after which they fell by 1.91% a year ( p < 0.05). The agro-urban category had the highest percentage (4.57%) of municipalities with a significantly higher GPA mortality rate than expected. Geographic analysis revealed four districts with a higher risk of death due to GPA, two in the North of Spain and two in the South This population-based study revealed an increase in the age at death attributed to GPA. Age-adjusted mortality rates went up sharply until 1992, after which they started to decline until the end of the study period. Geographic di ff erences in mortality risk were identified but further studies will be necessary to ascertain the reasons for the distribution of GPA disease Keywords: mortality; Spain; granulomatosis with polyangiitis; geographic patterns; temporal trends; latitude; mapping; Wegener 1. Introduction Granulomatosis with polyangiitis (GPA), formerly known as Wegener’s Granulomatosis, is a systemic necrotizing vasculitis characterized primarily by a granulomatous inflammation of small and medium vessels [ 1 ]. It typically a ff ects the respiratory tract and kidneys leading to premature death if not treated [ 2 ]. It is considered a rare disease due to its low prevalence (less than five cases per 10,000 inhabitants) and its etiology remains unknown [ 3 – 5 ]. Mortality due to GPA is still high, especially in the first year after diagnosis, despite better treatments being available [ 6 ]. Although the death rate amongst GPA patients has been reduced since the beginning of the 21 st century, it remains higher than the mortality in the general population [ 7 ]. Int. J. Environ. Res. Public Health 2019 , 16 , 1388; doi:10.3390 / ijerph 16081388 www.mdpi.com / journal / ijerph
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Int. J. Environ. Res. Public Health 2019 , 16 , 1388 2 of 11 Age at death is increasing amongst patients su ff ering from this rare disease due to improvement in treatments based on cyclophosphamide, glucocorticoids and rituximab [ 8 , 9 ]. The incidence of GPA at an international level has been increasing since the 1980 s and then stabilized in the early 2000 s, suggesting an increasing physician awareness following the introduction of routine anti-neutrophil cytoplasmic antibodies (ANCAs) testing [ 10 ]. Furthermore, there are considerable variations between the incidence rates in di ff erent countries [ 2 ]. In Europe, notwithstanding the fact that there are variations in methodology in the di ff erent studies, data suggest that the incidence of this disease is two to four times greater in northern than in southern countries. Previous researchers reported an annual incidence rate of 9.8 (95% CI = 7.4–12.2) per million people in Sweden, 9.3 (8.1–10.6) in Finland, 11.8 (10.7–12.9) in United Kingdom, and 7.7 (4.1–11.4) in Poland, indicating a possible spatial variation in incidence rates [ 11 – 14 ]. In Spain, epidemiological information about GPA is still scarce and there are no studies of mortality or other indicators at a national level. The little research so far conducted on this subject has focused on incidence rates at a provincial or local level. These studies found that Lugo province had an annual rate of 2.95 cases per million inhabitants, the city of Sabadell in Barcelona province had 4.1 cases, while the rate in M á laga province was much lower at 2.1 cases per million [ 15 – 17 ]. Geographic analyses of GPA in which populations are stratified into rural and urban areas have been conducted in several European regions and in parts of Australia [ 11 , 17 – 19 ]. These investigations sought to assess the di ff erences between the incidence or prevalence of GPA in rural and urban areas. In the case of Lugo province (Spain), for example, there was higher incidence in urban areas. Several studies have also analyzed GPA by comparing incidence rates in Europe according to latitude These found higher rates in northern than in southern European countries [ 20 ]. At a Spanish level, we thought it might be interesting therefore to observe the variation in mortality rates according to latitude, based on the assumption that northern regions will have higher rates than southern ones In view of the paucity of national population-based data, this study also seeks to analyze mortality due to GPA in Spain over a long period. The objectives were to: (1) evaluate the time trends in GPA mortality over a 32-year period; and (2) analyze the geographical distribution of mortality at municipal and district level, in rural vs. urban areas and according to latitude 2. Materials and Methods This research focuses on the trend over time and the geographic distribution of GPA mortality for the period 1984–2016. Mortality data were obtained from the Spanish Annual Death Registry kept by the Spanish National Statistics Institute (NSI) (Instituto Nacional de Estad í stica). GPA as underlying cause of each death is noted by the codes 446.4 in the International Classification of Diseases (ICD) 9 th edition (period 1984 and 1998), and M 31.3 in the ICD 10 th edition (period 1999–2016). Underlying cause of death is defined by the World Health Organization as “the disease or injury which initiated the train of morbid events leading directly to death, or the circumstances of the accident or violence which produced the fatal injury” [ 21 ]. Population data were also obtained from the NSI and categorized by gender and age at municipal and district or comarca level (in Spanish the word “comarca” refers to an area or territory that contains several towns and villages but is smaller than a region) The age-adjusted mortality rates were calculated, using the European standard population as reference, for males, females, and both sexes (expressed per 1,000,000 inhabitants). Annual trends were smoothing using the TH 4253 non-parametric procedure which uses running medians to summarize overlapping segments in the time-series data leading to delete random movements [ 22 ]. Average age at death and mortality trends were evaluated using joinpoint regression models to describe changes in the time-series data where line segments are joined in the joinpoints [ 23 ]. In order to assess the variation in mortality in rural and urban areas, the Spanish municipalities were broken down into three categories. Normally, municipalities are classified as rural or urban according to population criteria [ 17 , 19 ]. However, this classification seems imprecise due to the varying characteristics of municipalities in Spain. Northern municipalities are usually smaller in terms of
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Int. J. Environ. Res. Public Health 2019 , 16 , 1388 3 of 11 population but have more industry, while Southern municipalities tend to have larger populations and are economically more oriented towards the agricultural sector. We therefore decided to include an intermediate category for those municipalities with both urban and rural characteristics using not only population data but also the number of people working in the primary sector (PWPS), which includes activities such as agriculture, livestock, mining or fishing. The data about the sectors in which people are employed were provided by the NSI. On this basis, in this study we used the following three categories: (a) Urban: less than 5% PWPS (b) Agro-urban: more than 5% PWPS and more than 10,000 inhabitants (c) Rural: more than 5% PWPS and less than 10,000 inhabitants or labor force of less than 50 people To assess the variation in mortality according to latitude, Spain was divided into horizontal strips of one degree of latitude. The most northerly strip was at 44 ◦ and the most southerly at 36 ◦ The municipalities in the Canary Islands were grouped together under the same latitude strip (from 27 ◦ N to 29 ◦ N) For disease mapping purposes, standardized mortality ratios (SMRs) were calculated by municipality using the expected GPA mortality rate in Spain for the period 1999–2016 as a reference (SMR = 1.00). Municipalities were previously divided into three categories as described above: urban, agro-urban and rural areas. Similarly, SMRs were also calculated for groups of municipalities with the same latitude in an attempt to uncover possible North-South variations in mortality The smoothing procedure for geographic units was carried out at comarca (district) level The smoothed-SMRs for the period 1999–2016 were calculated for district using the cases observed in each district together with the expected cases, and taking the sexand age-specific death rates for the Spanish population as a reference. We used a conditional autoregressive model based on two e ff ects: unstructured spatial random e ff ect and spatially structured heterogeneity [ 24 ]. As a measure of uncertainty, the Posterior Probability (PP) of each district being above average risk was computed. PP shows those districts with significantly higher (PP > 0.80) or lower (PP < 0.20) risks of death due to GPA than that expected for the country as a whole The statistical analyses and the smoothing procedure were performed using the Stata and R software respectively. The ArcGIS software program (Esri, Redlands, CA, USA) was used for geographic analysis and cartographic representations 3. Results Overall, we identified 620 deaths from GPA over the period 1984–2016 in Spain, of which 55.5% were males (Figure 1 ). The average age at death for GPA patients was 65.6 years ± 14.6 Standard Deviation (STD); 65.2 years ± 14.6 STD in males; and 65.8 years ± 14.8 STD in females. GPA age at death increased by 0.78% a year (annual percent change, APC) between 1987 and 2016 ( p < 0.05) By sexes, age at death increased annually by 0.61% in males and 0.74% in females over the whole study period (1984–2016) ( p < 0.05) The overall age-adjusted mortality rate for the period was 0.35 (95% Confidence Interval (CI) = 0.32–0.38) per million inhabitants: 0.44 (95% CI = 0.39–0.49) in males, and 0.28 (95% CI = 0.24–0.32) in females. Joinpoint analysis showed a 20.58% increase in the age-adjusted mortality rate between 1984 and 1992 ( p < 0.001) and an annual fall of 1.91% from 1992 to 2016 ( p < 0.001). Rates were higher for males than for females, and there was a significant increase of 21.57% APC ( p < 0.001) over the period 1984–1992. From then on, the rate declined ( − 2.13% APC; p < 0.001). In females, there was a significant increase in the death rate of 36.1% APC ( p < 0.001) from 1984 to 1989 after which it remained stable over the rest of the period. These trends for both sexes (males and females) are similar to the smoothed age-adjusted mortality rates and in the aggregation into intervals (Figure 2 ).
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Int. J. Environ. Res. Public Health 2019 , 16 , 1388 4 of 11 Int. J. Environ. Res. Public Health 2019 , 16 , 1388 4 of 11 Figure 1. Average age at death (lines) and number of deaths (bars) due to granulomatosis with polyangiitis (GPA) in Spain by gender: 1984–2016. The overall age-adjusted mortality rate for the period was 0.35 (95% Confidence Interval (CI) = 0.32–0.38) per million inhabitants: 0.44 (95% CI = 0.39–0.49) in males, and 0.28 (95% CI = 0.24–0.32) in females. Joinpoint analysis showed a 20.58% increase in the age-adjusted mortality rate between 1984 and 1992 ( p < 0.001) and an annual fall of 1.91% from 1992 to 2016 ( p < 0.001). Rates were higher for males than for females, and there was a significant increase of 21.57% APC ( p < 0.001) over the period 1984–1992. From then on, the rate declined ( − 2.13% APC; p < 0.001). In females, there was a significant increase in the death rate of 36.1% APC ( p < 0.001) from 1984 to 1989 after which it remained stable over the rest of the period. These trends for both sexes (males and females) are similar to the smoothed age-adjusted mortality rates and in the aggregation into intervals (Figure 2) Figure 1. Average age at death (lines) and number of deaths (bars) due to granulomatosis with polyangiitis (GPA) in Spain by gender: 1984–2016 Int. J. Environ. Res. Public Health 2019 , 16 , 1388 5 of 11 4 Figure 2. Age-adjusted mortality rates due to GPA in males, females and both genders. ( a ) Annual smoothed rates; ( b ) five-year rates (except for 2014 to 2016), bars show 95% confidence intervals According to our classification of Spanish municipalities as urban, agro-urban or rural, 16.2% were considered as urban, 2.7% as agro-urban and 81.1% as rural (Table 1). Deaths due to GPA took place in 271 municipalities (3.34% of the total of Spanish municipalities). According to SMR by municipality, 4.57% of agro-urban municipalities had a significantly higher GPA mortality than expected for Spain as a whole, while this percentage was lower in urban and rural municipalities (Table 1). Only one urban municipality obtained a death risk lower than expected (Barcelona: SMR = 0.52; 95% CI = 0.24–0.98). However, global SMR in these categories was similar to the expected value (SMR = 1.00): SMRs due to GPA in all agro-urban areas considered as a whole were 1.25 (95% CI = 0.93–1.64), 0.87 (95% CI = 0.68–1.10) in rural and 1.00 (95% CI = 0.89–1.12) in urban. Figure 2. Age-adjusted mortality rates due to GPA in males, females and both genders. ( a ) Annual smoothed rates; ( b ) five-year rates (except for 2014 to 2016), bars show 95% confidence intervals According to our classification of Spanish municipalities as urban, agro-urban or rural, 16.2% were considered as urban, 2.7% as agro-urban and 81.1% as rural (Table 1 ). Deaths due to GPA took place in
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Int. J. Environ. Res. Public Health 2019 , 16 , 1388 5 of 11 271 municipalities (3.34% of the total of Spanish municipalities). According to SMR by municipality, 4.57% of agro-urban municipalities had a significantly higher GPA mortality than expected for Spain as a whole, while this percentage was lower in urban and rural municipalities (Table 1 ). Only one urban municipality obtained a death risk lower than expected (Barcelona: SMR = 0.52; 95% CI = 0.24–0.98). However, global SMR in these categories was similar to the expected value (SMR = 1.00): SMRs due to GPA in all agro-urban areas considered as a whole were 1.25 (95% CI = 0.93–1.64), 0.87 (95% CI = 0.68–1.10) in rural and 1.00 (95% CI = 0.89–1.12) in urban Table 1. Distribution of municipalities categorized as urban, agro-urban or rural; number of deaths due to GPA and municipalities with higher or lower GPA mortality than expected for Spain in 1999–2016 (only statistically significant di ff erences are shown, p < 0.05) Category Municipalities (%) Municipalities Registering GPA Deaths Deaths Due to GPA Municipalities (%) with Significant SMR Due to GPA Higher Than Expected Lower Than Expected Urban 1316 (16.2%) 162 300 22 (1.67%) 1 (0.08%) Agro-urban 219 (2.7%) 40 52 10 (4.57%) 0 Rural 6588 (81.1%) 69 71 25 (0.38%) 0 Throughout the Spanish territory, while urban municipalities are frequent along the Mediterranean (Catalonia, Valencia) and Atlantic coasts (northern Spain) and in the center (around Madrid), rural municipalities tend to be concentrated in inland Spain (Figure 3 ). Most agro-urban municipalities are located in the South (Andalusia and Murcia). Agro-urban areas typically have a medium-sized population and a relatively strong primary sector compared with other parts of Spain Int. J. Environ. Res. Public Health 2019 , 16 , 1388 6 of 11 Table 1. Distribution of municipalities categorized as urban, agro-urban or rural; number of deaths due to GPA and municipalities with higher or lower GPA mortality than expected for Spain in 1999– 2016 (only statistically significant differences are shown, p < 0.05). Category Municipalities (%) Municipalities registering GPA deaths Deaths due to GPA Municipalities (%) with significant SMR due to GPA Higher than expected Lower than expected Urban 1316 (16.2%) 162 300 22 (1.67%) 1 (0.08%) Agro-urban 219 (2.7%) 40 52 10 (4.57%) 0 Rural 6588 (81.1%) 69 71 25 (0.38%) 0 Throughout the Spanish territory, while urban municipalities are frequent along the Mediterranean (Catalonia, Valencia) and Atlantic coasts (northern Spain) and in the center (around Madrid), rural municipalities tend to be concentrated in inland Spain (Figure 3). Most agro-urban municipalities are located in the South (Andalusia and Murcia). Agro-urban areas typically have a medium-sized population and a relatively strong primary sector compared with other parts of Spain Figure 3. Classification of urban, agro-urban and rural municipalities in Spain. Latitude bands are shown According to SMR results for municipalities grouped within the same degree of latitude, an increased death risk due to GPA can be observed not only in the far North of the Iberian Peninsula but also in the South (degree 36° N and statistically significant: SMR = 1.79) for both sexes (Figure 3; Table 2). The lowest death rate was in the 40° N strip (SMR = 0.75 and statistically significant), which runs across the center of the Iberian Peninsula and includes the capital, Madrid. By sexes, SMR results showed a significantly higher death risk for males in the coastal areas of Andalusia in southern Spain (36° N strip): SMR = 1.91; 95% CI = 1.29–2.72), however it was not significant for women. In the southernmost latitude in Spain, the Canary Islands, there was a higher risk for both sexes together and for women separately, however these results were not significant Table 2. Number of municipalities, deaths and standardized mortality ratio (SMR) results for each degree of latitude due to GPA disease over the period 1999–2016 in Spain. Figure 3. Classification of urban, agro-urban and rural municipalities in Spain. Latitude bands are shown According to SMR results for municipalities grouped within the same degree of latitude, an increased death risk due to GPA can be observed not only in the far North of the Iberian Peninsula but also in the South (degree 36 ◦ N and statistically significant: SMR = 1.79) for both sexes (Figure 3 ; Table 2 ). The lowest death rate was in the 40 ◦ N strip (SMR = 0.75 and statistically significant), which runs across the center of the Iberian Peninsula and includes the capital, Madrid. By sexes,
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Int. J. Environ. Res. Public Health 2019 , 16 , 1388 6 of 11 SMR results showed a significantly higher death risk for males in the coastal areas of Andalusia in southern Spain (36 ◦ N strip): SMR = 1.91; 95% CI = 1.29–2.72), however it was not significant for women. In the southernmost latitude in Spain, the Canary Islands, there was a higher risk for both sexes together and for women separately, however these results were not significant Table 2. Number of municipalities, deaths and standardized mortality ratio (SMR) results for each degree of latitude due to GPA disease over the period 1999–2016 in Spain Grade of Latitude No. Municipalities GPA Deaths SMR (95% CI) Both Sexes Both Sexes Women 43 ◦ N 519 64 1.28 (0.99–1.63) 1.16 (0.79–1.63) 1.44 (0.99–2.04) 42 ◦ N 1842 50 1.05 (0.78–1.38) 1.26 (0.87–1.76) 0.77 (0.44–1.25) 41 ◦ N 2078 70 0.83 (0.65–1.05) 0.86 (0.62–1.17) 0.79 (0.53–1.13) 40 ◦ N 1507 52 0.75 (0.56–0.99) 0.73 (0.49–1.06) 0.79 (0.50–1.17) 39 ◦ N 795 40 0.90 (0.64–1.22) 0.91 (0.58–1.37) 0.88 (0.51–1.41) 38 ◦ N 579 37 0.97 (0.68–1.34) 1.00 (0.62–1.51) 0.93 (0.53–1.53) 37 ◦ N 500 41 0.88 (0.63–1.20) 0.80 (0.50–1.23) 0.99 (0.61–1.53) 36 ◦ N 215 49 1.79 (1.33–2.37) 1.91 (1.29–2.72) 1.64 (0.98–2.55) 27 ◦ –29 ◦ N 88 20 1.28 (0.78–1.98) 0.87 (0.38–1.72) 1.84 (0.95–3.22) Finally, in smoothed SMRs a similar pattern can be seen as the territory gradation according to latitude: there are several areas in the North and in the South with a higher than expected death rate while in the center there were several districts with lower than expected results (Figure 4 ). The lowest death risks due to GPA were noted in some areas of western Galicia (Northwest) and in metropolitan areas of Madrid and Barcelona. While of the four districts in Spain with a significantly higher risk of death (PP > 0.80), two were in the North (one in Galicia and one in the Basque Country) and two were in the South (Andalusia) Int. J. Environ. Res. Public Health 2019 , 16 , 1388 7 of 11 Grade of Latitude No. Municipalities GPA Deaths SMR (95% CI) Both Sexes Both Sexes Women 43° N 519 64 1.28 (0.99–1.63) 1.16 (0.79–1.63) 1.44 (0.99–2.04) 42° N 1842 50 1.05 (0.78–1.38) 1.26 (0.87–1.76) 0.77 (0.44–1.25) 41° N 2078 70 0.83 (0.65–1.05) 0.86 (0.62–1.17) 0.79 (0.53–1.13) 40° N 1507 52 0.75 (0.56–0.99) 0.73 (0.49–1.06) 0.79 (0.50–1.17) 39° N 795 40 0.90 (0.64–1.22) 0.91 (0.58–1.37) 0.88 (0.51–1.41) 38° N 579 37 0.97 (0.68–1.34) 1.00 (0.62–1.51) 0.93 (0.53–1.53) 37° N 500 41 0.88 (0.63–1.20) 0.80 (0.50–1.23) 0.99 (0.61–1.53) 36° N 215 49 1.79 (1.33–2.37) 1.91 (1.29–2.72) 1.64 (0.98–2.55) 27°–29° N 88 20 1.28 (0.78–1.98) 0.87 (0.38–1.72) 1.84 (0.95–3.22) Finally, in smoothed SMRs a similar pattern can be seen as the territory gradation according to latitude: there are several areas in the North and in the South with a higher than expected death rate while in the center there were several districts with lower than expected results (Figure 4). The lowest death risks due to GPA were noted in some areas of western Galicia (Northwest) and in metropolitan areas of Madrid and Barcelona. While of the four districts in Spain with a significantly higher risk of death (PP > 0.80), two were in the North (one in Galicia and one in the Basque Country) and two were in the South (Andalusia) Figure 4. GPA Smoothed-SMR and Posterior probability (PP) by district in Spain (1999–2016, both genders). PP shows those districts with significantly higher (PP > 0.80) and lower (PP < 0.20) risk of death due to GPA than expected for Spain as a whole. 4. Discussion This retrospective epidemiological study on mortality due to GPA is the first of its kind in Spain at a national level and over a long period. In this paper we offer a detailed description of geographic variation in mortality rates from different perspectives so as to understand the spatial distribution of this rare disease in Spain The annual increase we noted in the average age at death due to GPA is in step with a similar study in England over the period 1992–2013 [25]. The increasing survival rate has been achieved thanks to quicker diagnosis, which has enabled improved treatments to alleviate damage to affected organs [9]. This has been achieved partly due to the introduction of blood tests for ANCAs, as positive levels of ANCAs proteins are related to certain forms of systemic vasculitis such as GPA disease [26– 29]. Better and faster diagnosis result in increased survival of the patients affected. Other authors Figure 4. GPA Smoothed-SMR and Posterior probability (PP) by district in Spain (1999–2016, both genders). PP shows those districts with significantly higher (PP > 0.80) and lower (PP < 0.20) risk of death due to GPA than expected for Spain as a whole.
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[Find the meaning and references behind the names: Stage, New, Code, Work, Rule, Germany, Organ, Seem, Lane, Given, Role, Link, Chapel, Factor, Hill, Chance]
Int. J. Environ. Res. Public Health 2019 , 16 , 1388 7 of 11 4. Discussion This retrospective epidemiological study on mortality due to GPA is the first of its kind in Spain at a national level and over a long period. In this paper we o ff er a detailed description of geographic variation in mortality rates from di ff erent perspectives so as to understand the spatial distribution of this rare disease in Spain The annual increase we noted in the average age at death due to GPA is in step with a similar study in England over the period 1992–2013 [ 25 ]. The increasing survival rate has been achieved thanks to quicker diagnosis, which has enabled improved treatments to alleviate damage to a ff ected organs [ 9 ]. This has been achieved partly due to the introduction of blood tests for ANCAs, as positive levels of ANCAs proteins are related to certain forms of systemic vasculitis such as GPA disease [ 26 – 29 ]. Better and faster diagnosis result in increased survival of the patients a ff ected. Other authors reported an improvement in the survival of GPA patients in recent decades associated with the use of less aggressive therapies, so reducing other complications, although this depends on the organ a ff ected [ 25 , 30 ]. We found that age-adjusted mortality rates have decreased significantly since 1992. In a nationwide cohort of patients with end-stage renal disease due to GPA carried out in the United States, mortality rates decreased dramatically between 1995 and 2014, reflecting an improvement in the management of this disease over recent decades [ 31 ]. The change in the ICD code in 1999 (from the 9 th to 10 th edition) does not seem to have a ff ected the trends in GPA age-adjusted mortality rates in Spain. Nevertheless, we do not know the impact of new clinical and molecular classifications for vasculitis on the ICD coding of deaths due to GPA in Spain i.e., “Revised International Chapel Hill Consensus Conference Nomenclature of Vasculitides 2012” [ 32 ]. Although our change in mortality time trend was detected in 1992, long before this nomenclature revision for GPA, we cannot rule out some e ff ect in our data An increase in these rates was observed in the population as a whole and in males until 1994 (the opposite was observed in women), although from then on, the rate started to fall Variations in mortality in urban and rural areas could help to clarify whether GPA disease is triggered by environmental factors. In a study comparing vasculitis diseases in Germany, there were higher incidence rates in cities than in rural areas [ 19 ]. In a study of the northern province of Lugo in Spain, GPA incidence was also higher in urban municipalities [ 17 ]. However, the results of similar studies in other countries have not confirmed these trends [ 33 , 34 ]. In our study, almost 5% of agro-urban municipalities showed significantly higher GPA mortality than expected for Spain as a whole, and this percentage was much lower in rural and urban municipalities. Agro-urban municipalities are medium-sized municipalities in terms of population (average 21,500 inhabitants) in which a substantial proportion of their citizens still work in the primary sector (more than 5%) in activities such as agriculture and livestock farming. A case-control study on this question in Norfolk (Eastern England) found a significant association between GPA and employment in farming [ 35 ]. In our study there is not su ffi cient ground to establish any positive association between farming in rural areas and GPA given the very low proportion of rural municipalities with higher SMR than expected. Our results are therefore not consistent with the findings obtained by Lane. Further studies must be carried out in order to find out if there is any link between mortality and farming or perhaps with the use of pesticides Several studies suggest that the incidence of GPA in Europe might follow a geographic pattern and decreases from North to South [ 36 , 37 ]. This suggests that there is a higher chance of developing GPA in northern countries perhaps due to environmental or genetic factors. Some authors highlight a possible link with the sunlight protection factor (higher in Mediterranean countries) and the benefits of Vitamin D [ 38 ]. The role of genetics in the incidence of GPA was also discussed by various authors, particularly with regard to the more frequent presence of the PTPN 22 R 620 W polymorphism in northern European populations [ 39 ]. Another comparative study showed a higher incidence of this disease in Northern Spain than in the south of the country [ 15 ]. In our study, mortality rates did not follow any obvious latitude pattern, with higher rates in areas of both Northern and Southern Spain, so coming to the same conclusions as observed in Germany in the period 1998–1999 [ 36 ]. In addition,
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[Find the meaning and references behind the names: Plan, Quite, Gain, Makes, Aka, Life, Single, Net, Present, Harder, Sport, Original, Point, Cruz, Fallen, Culture, Play, Grant, Author, Focus]
Int. J. Environ. Res. Public Health 2019 , 16 , 1388 8 of 11 latitude e ff ect could be only noticeable at an international scale, such as European, and not in a single country. It is also possible that a geographic pattern in Spain could have been weakened due to internal migratory flows over the course of history [ 40 ]. When we analyzed the results for the di ff erent Spanish districts, no clear geographical North-South pattern could be observed. Nor could we find any significant rural / urban di ff erences. This suggests that further, in-depth analysis is required to explain the geographic distribution of GPA in Spain. Family grouping in GPA disease is infrequent except in cases of first-degree relatives, which would suggest that the disease may have environmental causes [ 41 ]. Several studies point out that higher incidences of systemic vasculitis might be associated with environmental factors, such as silica exposure [ 42 , 43 ]. However, everything suggests that GPA is a complex, multifactorial disease in which both genetics and the environment play a role [ 20 , 35 , 44 ]. The present study has several limitations, such as the fact that our population-based death registry does not provide personal information with regard to occupation, disease-related genetic history or personal habits. For instance, a recent Spanish study found that GPA patients were more likely to have a history of smoking than the population as a whole [ 45 ]. Findings like these make the relationship between possible triggers for the disease and likely environmental factors increasingly di ffi cult to unravel. In addition, most GPA epidemiological studies focus on prevalence and incidence, which makes it harder to compare mortality rates with other reports not only in Spain but also in other countries. Our research consisted of a nationwide, population-based study over a long period of time of the mortality directly attributed to GPA and followed a homogeneous, standardized methodology The increase in average age at death identified in our study is an important finding in that it allows national or regional governments to plan the health services required to improve the life of GPA patients more e ff ectively. It is important to emphasize for example that the treatments for GPA disease can be quite costly because patients often su ff er relapses [ 46 , 47 ]. 5. Conclusions In conclusion, this study has analyzed deaths due to GPA in Spain over a 32-year period. Since 1992, mortality rates have fallen and average age at death has increased due to better treatments and prompt diagnosis. We found that areas categorized as agro-urban had a greater proportion of municipalities with higher than expected mortality in comparison with urban and rural areas. We also analyzed di ff erences in death rates according to latitude, but no spatial pattern was found. More in-depth studies are required to enable us to gain a better understanding of the etiology of GPA disease Author Contributions: Conceptualization, F.E., M.P.d.l.P., V.A.-F.; Data curation, A.V.-H.; Formal analysis, G.S.-D.; Funding acquisition, V.A.-F.; Investigation, G.S.-D.; Methodology, G.S.-D., F.E., V.A.-F.; Project administration, V.A.-F.; Supervision, F.E.; Visualization, G.S.-D., F.E.; Writing—original draft, G.S.-D.; Writing—review & editing, F.E., A.V.-H., M.P.d.l.P., V.A.-F Funding: This research was supported by the Spanish Stategy Action for Health (AESI), project no. TPY 1238 / 15 GS enjoys a research grant funded by the Spanish Ministry of Education, Culture and Sport (No. FPU 14 / 03914) Conflicts of Interest: The authors declare no conflict of interest References 1 Comarmond, C.; Cacoub, P. Granulomatosis with polyangiitis (Wegener): Clinical aspects and treatment Autoimmun. Rev 2014 , 13 , 1121–1125. [ CrossRef ] [ PubMed ] 2 Lutalo, P.M.; D’Cruz, D.P. Diagnosis and classification of granulomatosis with polyangiitis (aka Wegener’s granulomatosis) J. Autoimmun 2014 , 48–49 , 94–98. [ CrossRef ] 3 Orphanet Report Series. Prevalence of Rare Diseases: Bibliographic Data. Available online: http: // www. orpha.net / orphacom / cahiers / docs / GB / Prevalence_of_rare_diseases_by_alphabetical_list.pdf (accessed on 12 April 2019).
[[[ p. 9 ]]]
[Find the meaning and references behind the names: Mahr, Zeidler, Mol, Mohammad, Hubbard, Molli, Gay, Jordana, Lucas, Westman, Europa, Barrett, Xie, Key, Choi, Care, Malmberg, Guerrero, Bustamante, Strauss, Lex, Bogdan, Math, Ledo, Mari, Monteagudo, Jacobsson, Clin, Aguilar, Zubieta, Adv, York, Ann, Uri, Reinhold, Field, Safe, Tarka, Sayre, Main, Casanovas, Tolosa, Gonz, Olalla, Keller, Wales, Basu, Ormerod, Hern, Stat, Mez, Council, Phillip, Kim, Cell, Takala, Suarez, Merkel, Med, Geneva, Fasola, Romero, Llorca, Peter, Guez, Gross, Image, Watts, Nitsch, Legal, Sierra, Flores, Pearce, Dial, Repo, Cook, Anca]
Int. J. Environ. Res. Public Health 2019 , 16 , 1388 9 of 11 4 Commision of the European Communities Decision No 1295 / 1999 / EC of the European Parliament and of the Council of 29 April 1999 Adopting a Programme of Community Action on Rare Diseases within the Framework for Action in the Field of Public Health (1999–2003). Available online: https: // eur-lex.europa.eu / legal-content / EN / TXT / HTML / ?uri = CELEX:31999 D 1295&from = en. (accessed on 12 April 2019) 5 Relle, M.; Föhr, B.; Fasola, F.; Schwarting, A. Genetics and pathophysiology of granulomatosis with polyangiitis (GPA) and its main autoantigen proteinase 3 Mol. Cell. Probes 2016 , 30 , 366–373. [ CrossRef ] [ PubMed ] 6 Pearce, F.; Lanyon, P.C.; Grainge, M.; Watts, R.; Hubbard, R. Mortality in granulomatosis with polyangiitis: A population-based case control study Rheumatology 2018 , 57 , key 075-204. [ CrossRef ] 7 Tan, J.A.; Choi, H.K.; Xie, H.; Sayre, E.C.; Esdaile, J.M.; Aviña-Zubieta, J.A. All-cause and Cause-specific Mortality in Granulomatosis with Polyangiitis: A Population-based Study Arthritis Care Res 2018 , 71 , 155–163. [ CrossRef ] [ PubMed ] 8 Tavakolpour, S.; Alesaeidi, S. Rituximab as an e ff ective and probably safe treatment for granulomatosis with polyangiitis (Wegener’s Granulomatosis) Int. Inmmunopharmacol 2019 , 70 , 67–68. [ CrossRef ] [ PubMed ] 9 Phillip, R.; Luqmani, R. Mortality in systemic vasculitis: A systematic review Clin. Exp. Rheumatol 2008 , 26 , S 94–S 104 10 Watts, R.A.; Mahr, A.; Mohammad, A.J.; Gatenby, P.; Basu, N.; Flores-Suarez, F. Classification, epidemiology and clinical subgrouping of antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis Nephrol. Dial Transplant 2015 , 30 , i 14–i 22. [ CrossRef ] 11 Kanecki, K.; Nitsch-Osuch, A.; Gorynski, P.; Tarka, P.; Bogdan, M.; Tyszko, P. Epidemiology of Granulomatosis with Polyangiitis in Poland (2011–2015) Adv. Exp. Med. Biol 2018 , 1116 , 131–138 12 Pearce, F.A.; Grainge, M.J.; Lanyon, P.C.; Watts, R.A.; Hubbard, R.B. The incidence, prevalence and mortality of granulomatosis with polyangiitis in the UK Clinical Practice Research Datalink Rheumatology 2017 , 56 , 589–596. [ CrossRef ] 13 Mohammad, A.J.; Jacobsson, L.T.; Westman, K.W.; Sturfelt, G.; Segelmark, M. Incidence and survival rates in Wegener’s granulomatosis, microscopic polyangiitis, Churg-Strauss syndrome and polyarteritis nodosa Rheumatology 2009 , 48 , 1560–1565. [ CrossRef ] [ PubMed ] 14 Takala, J.H.; Kautiainen, H.; Malmberg, H.; Leirisalo-Repo, M. Incidence of Wegener’s granulomatosis in Finland 1981–2000 Clin. Exp. Rheumatol 2008 , 26 , S 81–S 85. [ PubMed ] 15 Romero-G ó mez, C.; Aguilar-Garc í a, J.A.; Garc í a-de-Lucas, M.D.; Cotos-Canca, R.; Olalla-Sierra, J.; Garc í a-Alegr í a, J.J.; Hern á ndez—Rodr í guez, J. Epidemiological study of primary systemic vasculitides among adults in southern Spain and review of the main epidemiological studies Clin. Exp. Rheumatol 2015 , 33 , 89 16 Bustamante, E.; Mari, B.; Monteagudo, M.; Casanovas, A.; Jordana, R.; Tolosa, C.; Oristrell, J. Analysis of a series of 55 patients with biopsy proven giant cell temporal arteritis An. Med. Intern 2004 , 21 , 473–476 17 Gonz á lez-Gay, M.A.; Garc í a-Porrua, C.; Guerrero, J.; Rodr í guez-Ledo, P.; Llorca, J. The Epidemiology of the Primary Systemic Vasculitides in Northwest Spain: Implications of the Chapel Hill Consensus Conference Definitions Arthritis Rheum 2003 , 49 , 388–393. [ CrossRef ] 18 Ormerod, A.S.; Cook, M.C. Epidemiology of primary systemic vasculitis in the Australian Capital Territory and south-eastern New South Wales Intern. Med. J 2008 , 38 , 816–823. [ CrossRef ] 19 Reinhold-Keller, E.; Zeidler, A.; Gutfleisch, J.; Peter, H.; Raspe, H.; Gross, W. Giant cell arteritis is more prevalent in urban than in rural populations: Results of an epidemiological study of primary systemic vasculitides in Germany Rheumatology 2000 , 39 , 1396–1402. [ CrossRef ] [ PubMed ] 20 Mahr, A.; Neogi, T.; Merkel, P. Epidemiology of Wegener’s granulomatosis: Lessons from descriptive studies and analyses of genetic and environmental risk determinants Clin. Exp. Rheumatol 2006 , 24 , S 82–S 91 21 World Health Organization International Statistical Classification of Diseases and Related Health Problems ; World Health Organization: Geneva, Switzerland, 2004; Volume 2, pp. 1–125 22 Velleman, P.F. Definition and comparison of robust nonlinear data smoothing algorithms J. Am. Stat. Assoc 1980 , 75 , 609–615. [ CrossRef ] 23 Yu, B.; Barrett, M.J.; Kim, H.J.; Feuer, E.J. Estimating joinpoints in continuous time scale for multiple change-point models Comput. Stat. Data Anal 2007 , 51 , 2420–2427. [ CrossRef ] 24 Besag, J.E.; York, J.; Molli è , A. A Bayesian image restoration with two applications in spatial statistics Ann. Inst. Stat. Math 1991 , 43 , 1–20. [ CrossRef ]
[[[ p. 10 ]]]
[Find the meaning and references behind the names: Zhang, Ferrario, Man, Wallace, Moulin, Tis, Macchioni, Pusey, Fernandez, Plaza, Arden, Stone, Castellano, Cavazza, Cid, Eriksson, Innes, Carracedo, Nilsson, Quintela, Scott, Lung, Clements, Pipitone, Development, Ponte, Lindell, Donnelly, Future, Tumiati, Nez, Manenti, Smith, Cuesta, Bentham, Jayne, Puerta, Ther, Suppiah, Bacon, Kaufman, Edwards, Presse, Falk, Heller, Ruiz, Myers, Mart, Holle, Hagen, Crist, Bal, Meta, Michel, Pica, Carruthers, Nat, Mckinney, Maldini, Maskell, Wagner, Semin, German, Jennette, Asociados]
Int. J. Environ. Res. Public Health 2019 , 16 , 1388 10 of 11 25 Wallace, Z.S.; Lu, N.; Unizony, S.; Stone, J.H.; Choi, H.K. Improved survival in granulomatosis with polyangiitis: A general population-based study Semin. Arthritis Rheum 2016 , 45 , 483–489. [ CrossRef ] 26 McKinney, E.F.; Willcocksm, L.C.; Broecker, V.; Smith, K. The immunopathology of ANCA-associated vasculitis Semin. Immunopathol 2014 , 36 , 461–478. [ CrossRef ] [ PubMed ] 27 Tarzi, R.; Pusey, C. Current and future prospects in the managementof granulomatosis with polyangiitis (Wegener’s granulomatosis) Ther. Clin. Risk Manag 2014 , 10 , 279–293. [ PubMed ] 28 Holle, J.; Gross, W.; Latza, U.; Nölle, B.; Ambrosch, P.; Heller, P.; Fertmann, R.; Reinhold-Keller, E. Improved Outcome in 445 Patients with Wegener’s Granulomatosis in a German Vasculitis Center Over Four Decades Arthritis Rheum 2011 , 63 , 257–266. [ CrossRef ] [ PubMed ] 29 Eriksson, P.; Jacobsson, L.; Lindell, A.; Nilsson, J.; Skogh, T. Improved outcome in Wegener’s granulomatosis and microscopic polyangiitis? A retrospective analysis of 95 cases in two cohorts J. Intern. Med 2009 , 265 , 496–506. [ CrossRef ] 30 Luqmani, R.; Suppiah, R.; Edwards, C.J.; Phillip, R.; Maskell, J.; Culliford, D.; Jayne, D.; Morishita, K.; Arden, K. Mortality in Wegener’s granulomatosis: A bimodal pattern Rheumatology 2011 , 50 , 697–702 [ CrossRef ] 31 Wallace, Z.; Zhang, Y.; Lu, N.; Stone, J.; Choi, H. Improving mortality in end-stage renal disease due to Granulomatosis with Polyangiitis (Wegener’s) from 1995 to 2014: Data from the United States Renal Data System Arthritis Care Res 2018 , 70 , 1495–1500. [ CrossRef ] 32 Jennette, J.C.; Falk, R.J.; Bacon, P.A.; Basu, N.; Cid, M.C.; Ferrario, F.; Flores-Suarez, L.F.; Gross, W.L.; Guillevin, L.; Hagen, E.C.; et al. 2012 revised International Chapel Hill Consensus Conference Nomenclature of Vasculitides Arthritis Rheum 2013 , 65 , 1–11. [ CrossRef ] 33 Cotch, M.F.; Ho ff man, G.S.; Yerg, D.E.; Kaufman, G.I.; Targonski, P.; Kaslow, R.A. The epidemiology of Wegener’s granulomatosis. Estimates of the five-year period prevalence, annual mortality, and geographical disease distribution from population-based data sources Arthriris Rheum 1996 , 39 , 87–92. [ CrossRef ] 34 Carruthers, D.M.; Watts, R.A.; Symmons, D.P.; Scott, D.G. Wegener’s granulomatosis increased incidence or increased recognition? Br. J. Rheumatol 1996 , 35 , 142–145. [ CrossRef ] 35 Lane, S.; Watts, R.; Bentham, G.; Innes, N.; Scott, D. Are environmental factors important in Primary Systemic Vasculitis? Arthritis Rheum 2003 , 48 , 814–823. [ CrossRef ] 36 Reinhold-Keller, E.; Herlyn, K.; Wagner-Bastmeyer, R.; Gutfleisch, J.; Peter, H.; Raspe, H.; Gross, W. No di ff erence in the incidences of vasculitides between north and south Germany: First results of the German vasculitis register Rheumatology 2001 , 41 , 540–549. [ CrossRef ] 37 Koldingsnes, W.; Nossent, H. Epidemiology of Wegener’s granulomatosis in northern Norway Arthritis Rheum 2000 , 43 , 2481–2487. [ CrossRef ] 38 Gatenby, P.A.; Kucas, R.M.; Engelsen, O.; Ponsobony, A.L.; Clements, M. Antineuthrophil cytoplasmic antibody-associated vasculitis: Could geographic patterns be explained by ambient ultraviolet radiation? Arthritis Rheum 2009 , 61 , 1417–1424. [ CrossRef ] 39 Catanoso, M.; Macchioni, P.; Boiardi, L.; Manenti, L.; Tumiati, B.; Cavazza, A.; Luberto, F.; Pipitone, N.; Salvarani, C. Epidemiology of granulomatosis with polyangiitis (Wegener’s granulomatosis) in Northern Italy: A 15-year population-based study Semin. Arthritis Rheum 2014 , 44 , 202–207. [ CrossRef ] [ PubMed ] 40 Bycroft, C.; Fernandez-Rozadilla, C.; Ruiz-Ponte, C.; Quintela, E.; Carracedo, A.; Donnelly, P.; Myers, S. Patterns of genetic di ff erentiation and the footprints of historical migrations in the Iberian Peninsula Nat. Commun 2019 , 10 , 551. [ CrossRef ] 41 Tr é nor-Larraz, P.; Mart í nez-Crist ó bal, A.; Castellano-Cuesta, J.A. Vasculitis sist é micas asociadas a ANCA: Granulomatosis con Poliange í tis (de Wegener) y Poliange í tis Microsc ó pica. In Enfermedades Reum á ticas , 2 nd ed.; Ib á ñez & Plaza Asociados: Valencia, Spain, 2013; pp. 395–416 42 G ó mez-Puerta, J.A.; Gedmintas, L.; Costenbader, K.H. The association between silica exposure and development of ANCA-associated vasculitis: Systematic review and meta-analysis Autoimmun. Rev 2013 , 12 , 1129–1135. [ CrossRef ] 43 Moulin, P.; Lehucher-Michel, M.P. Wegener’s disease and exposure to silica. Study of the physiopathological mechanisms Presse Med 2004 , 33 , 1349–1351. [ CrossRef ] 44 Gibelin, A.; Maldini, C.; Mahr, A. Epidemiology and etiology of Wegener Granulomatisis, Microscopic Polyangiitis, Churg-Strauss Syndrome and Goodpasture Syndrome: Vasculitides with frequent lung involvement Semin. Respir. Crit. Care 2011 , 32 , 264–273. [ CrossRef ]
[[[ p. 11 ]]]
[Find the meaning and references behind the names: Basel, Kong, Villa, Mateo, Holgado, Oliv, Grados, Morillo, Michalska, Forte, Hans, Martinez, Open, Langford, Nutter, Naranjo, Springer]
Int. J. Environ. Res. Public Health 2019 , 16 , 1388 11 of 11 45 Martinez-Morillo, M.; Grados, D.; Naranjo-Hans, D.; Mateo, L.; Holgado, S.; Oliv é , A. Granulomatosis con poliage í tis (Wegener). Descripci ó n de 15 casos Reumatol. Clin 2012 , 8 , 15–19. [ CrossRef ] [ PubMed ] 46 Kong, A.; Kim, G.; Michalska, M.; Best, J. Costs of Disease Relapses Among Individuals with Granulomatosis, with Polyangiitis, or Microscopic Polyangiitis in the United States Rheumatol. Ther 2018 , 5 , 159–170 [ CrossRef ] [ PubMed ] 47 Springer, J.; Nutter, B.; Langford, C.; Ho ff man, G.; Villa-Forte, A. Granulomatosis with Polyangiitis (Wegener’s): Impact of maintenance therapy duration Medicine 2014 , 93 , 82–90. [ CrossRef ] [ PubMed ] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http: // creativecommons.org / licenses / by / 4.0 / ).
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