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Rotim A, Raguž M, Gajski D, Vrban F, Jurilj M, Orešković D, Hrabar J, Kalousek V, Sajko T, Rotim K. METEOROLOGICAL VARIABLES ASSOCIATED WITH SUBARACHNOID HEMORRHAGE: A SINGLE CENTER STUDY. Acta Clin Croat 2022; 61:673-680. [PMID: 37868170 PMCID: PMC10588386 DOI: 10.20471/acc.2022.61.04.14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 11/28/2022] [Indexed: 10/24/2023] Open
Abstract
Spontaneous subarachnoid hemorrhage (SAH) can occur unexpectedly and independently of the classic risk factors. Several different factors could affect intracranial aneurysm (IA) rupture, such as morphological and hemodynamic factors. The aim of this study was to establish the potential association of meteorological data such as temperature, atmospheric pressure, and humidity, and the onset of clinical symptoms preceding hospital admission of patients with acute SAH due to IA rupture. This retrospective study included 130 consecutive patients admitted for non-traumatic SAH with a determinable onset of SAH symptoms. The effects of meteorological parameters of atmospheric pressure, ambient temperature, and relative air humidity on the day of acute SAH onset and 24 hours prior to the onset of symptoms were recorded and analyzed in each patient. Spearman rank correlation analysis was used to assess the risks of incident SAH on the basis of daily meteorological data. Seasonal incidence of acute SAH showed the peak incidence in winter and a trough in summer, with monthly incidence peak in January and December. The circadian rhythm analysis showed the peak incidence of SAH in the forenoon, followed by the evening. Acute SAH incidence showed moderate positive association with daily atmospheric pressure (p<0.05), while no association was found with ambient temperature and relative air humidity. Our results suggested no significant association of changes in ambient temperature and relative humidity with the risk of SAH. Increases in atmospheric pressure were weakly associated with a higher SAH risk. Additional studies are needed to establish in detail both meteorological and morphological factors important to predict IA rupture and SAH.
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Affiliation(s)
- Ante Rotim
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
- Velika Gorica University of Applied Sciences, Velika Gorica, Croatia
- Josip Juraj Strossmayer University of Osijek, Faculty of Medicine, Osijek, Croatia
| | - Marina Raguž
- Department of Neurosurgery, Dubrava University Hospital, Zagreb, Croatia
- Catholic University of Croatia, School of Medicine, Zagreb, Croatia
| | - Domagoj Gajski
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
- University of Applied Health Sciences, Zagreb, Croatia
| | - Filip Vrban
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Mia Jurilj
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Darko Orešković
- Department of Neurosurgery, Dubrava University Hospital, Zagreb, Croatia
| | - Josip Hrabar
- Department of Radiology, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Vladimir Kalousek
- Department of Radiology, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Tomislav Sajko
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
| | - Krešimir Rotim
- Department of Neurosurgery, Sestre milosrdnice University Hospital Center, Zagreb, Croatia
- Josip Juraj Strossmayer University of Osijek, Faculty of Medicine, Osijek, Croatia
- University of Applied Health Sciences, Zagreb, Croatia
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Meteorological factors for subarachnoid hemorrhage in the greater Düsseldorf area revisited: a machine learning approach to predict the probability of admission of patients with subarachnoid hemorrhage. Acta Neurochir (Wien) 2020; 162:187-195. [PMID: 31760531 DOI: 10.1007/s00701-019-04128-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 10/29/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND Reported data regarding the relation between the incidence of spontaneous subarachnoid hemorrhage (SAH) and weather conditions are conflicting and do so far not allow prognostic models. METHODS Admissions for spontaneous SAH (ICD I60.*) 2009-2018 were retrieved form our hospital data base. Historical meteorological data for the nearest meteorological station, Düsseldorf Airport, was retrieved from the archive of the Deutsche Wetterdienst (DWD). Airport is in the center of our catchment area with a diameter of approximately 100 km. Pearson correlation matrix between mean daily meteorological variables and the daily admissions of one or more patients with subarachnoid hemorrhage was calculated and further analysis was done using deep learning algorithms. RESULTS For the 10-year period from January 1, 2009 until December 31, 2018, a total of 1569 patients with SAH were admitted. No SAH was admitted on 2400 days (65.7%), 1 SAH on 979 days (26.7%), 2 cases on 233 days (6.4%), 3 SAH on 37 days (1.0%), 4 in 2 days (0.05%), and 5 cases on 1 day (0.03%). Pearson correlation matrix suggested a weak positive correlation of admissions for SAH with precipitation on the previous day and weak inverse relations with the actual mean daily temperature and the temperature change from the previous days, and weak inverse correlations with barometric pressure on the index day and the day before. Clustering with admission of multiple SAH on a given day followed a Poisson distribution and was therefore coincidental. The deep learning algorithms achieved an area under curve (AUC) score of approximately 52%. The small difference from 50% appears to reflect the size of the meteorological impact. CONCLUSION Although in our data set a weak correlation of the probability to admit one or more cases of SAH with meteorological conditions was present during the analyzed time period, no helpful prognostic model could be deduced with current state machine learning methods. The meteorological influence on the admission of SAH appeared to be in the range of only a few percent compared with random or unknown factors.
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Li M, Hu S, Yu N, Zhang Y, Luo M. Association Between Meteorological Factors and the Rupture of Intracranial Aneurysms. J Am Heart Assoc 2019; 8:e012205. [PMID: 31438768 PMCID: PMC6755857 DOI: 10.1161/jaha.119.012205] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Both meteorological factors and morphological factors are important factors to predict intracranial aneurysm rupture. This study investigated the relationship between meteorological factors and aneurysmal subarachnoid hemorrhage (aSAH). Additionally, the morphological differences between ruptured and unruptured aneurysms under these high-risk meteorological conditions were assessed. Methods and Results The records of 1751 patients with aSAH with 2124 intracranial aneurysms were retrospectively analyzed. Spearman rank correlation analysis was used to assess the risks of incident aSAH on the basis of daily meteorological data. Morphological parameters were analyzed using 1-way ANOVA tests, and significant parameters (P<0.05) were further examined using a multivariable logistic regression analysis. Daily aSAH incidence had significant negative correlations with daily mean, maximum, and minimum temperature (P<0.001) and a significant positive correlation with daily mean atmospheric pressure (P<0.001). Additionally, 58 patients with multiple aneurysms were assessed to determine morphological differences. There were significant differences in the mean values for aneurysm size, neck width, length, height, width, parent artery diameter, shape of the aneurysm, aspect ratio, size ratio, and bottleneck factor (P<0.05). The multivariable logistic regression analysis showed that aspect ratio (β=1.277, odds ratio=3.585, 95% CI, 1.588-8.090; P=0.002) was an independent risk factor for aneurysm rupture. Receiver operating characteristic curve analysis indicated that the ruptured aneurysm threshold of size was 3.45 mm and aspect ratio was 1.05. Conclusions Lower daily mean, maximum, and minimum temperatures and a higher daily mean atmospheric pressure were associated with an increased rate of aSAH. Additionally, under these meteorological conditions, the aneurysm size and aspect ratio thresholds for predicting rupture of an aneurysm may be lower.
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Affiliation(s)
- MeiHua Li
- Department of Neurosurgery the First Affiliated Hospital of Nanchang University Nanchang China
| | - Si Hu
- Department of Neurosurgery the First Affiliated Hospital of Nanchang University Nanchang China
| | - NianZu Yu
- Department of Neurosurgery the First Affiliated Hospital of Nanchang University Nanchang China
| | - Ying Zhang
- Jiangxi Meteorological Observatory Nanchang China
| | - Muyun Luo
- Department of Neurosurgery the First Affiliated Hospital of Gannan Medical University Ganzhou China
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van Donkelaar CE, Potgieser ARE, Groen H, Foumani M, Abdulrahman H, Sluijter R, van Dijk JMC, Groen RJM. Atmospheric Pressure Variation is a Delayed Trigger for Aneurysmal Subarachnoid Hemorrhage. World Neurosurg 2018; 112:e783-e790. [PMID: 29409775 DOI: 10.1016/j.wneu.2018.01.155] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/18/2018] [Accepted: 01/19/2018] [Indexed: 11/30/2022]
Abstract
OBJECTIVE There is an ongoing search for conditions that induce spontaneous subarachnoid hemorrhage (SAH). The seasonal pattern of SAH is shown in a large meta-analysis of the literature, but its explanation remains undecided. There is a clear need for sound meteorologic data to further elucidate the seasonal influence on SAH. Because of the stable and densely monitored atmospheric situation in the north of the Netherlands, we reviewed our unique cohort on the seasonal incidence of SAH and the association between SAH and local atmospheric changes. METHODS Our observational cohort study included 1535 patients with spontaneous SAH admitted to our neurovascular center in the north of the Netherlands between 2000 and 2015. Meteorologic data could be linked to the day of the ictus. To compare SAH incidences over the year and to test the association with meteorologic conditions, incidence rate ratios (IRRs) with corresponding 95% confidence intervals (CIs) were used, calculated by Poisson regression analyses. RESULTS Atmospheric pressure variations were significantly associated with aneurysmal SAH. In particular, the pressure change on the second and third day before the ictus was independently correlated to a higher incidence of aneurysmal SAH (IRR, 1.11; 95% CI, 1.00-1.23). The IRR for aneurysmal SAH in July was calculated 0.67 (95% CI, 0.49-0.92) after adjustment for temperature and atmospheric pressure changes. CONCLUSIONS Atmospheric pressure variations are a delayed trigger for aneurysmal SAH. Also, a significantly decreased incidence of aneurysmal SAH was noted in July.
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Affiliation(s)
- Carlina E van Donkelaar
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
| | - Adriaan R E Potgieser
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Henk Groen
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Mahrouz Foumani
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Herrer Abdulrahman
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rob Sluijter
- Royal Netherlands Meteorological Institute, De Bilt, The Netherlands
| | - J Marc C van Dijk
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rob J M Groen
- Department of Neurosurgery, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
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Patrice T, Rozec B, Desal H, Blanloeil Y. Oceanic Meteorological Conditions Influence Incidence of Aneurysmal Subarachnoid Hemorrhage. J Stroke Cerebrovasc Dis 2017; 26:1573-1581. [PMID: 28318957 DOI: 10.1016/j.jstrokecerebrovasdis.2017.02.031] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Accepted: 02/09/2017] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE Publications concerning the weather pattern of occurrence of the subarachnoid hemorrhage have produced controversial results. We chose to study subarachnoid hemorrhage occurring in oceanic climate with deep variations focusing on partial oxygen volume (pO2) and patient history. METHODS Seventy-one patients had been successively recruited from a single center 45 km from the Atlantic shore. Climate conditions had been analyzed from 72 hours before subarachnoid hemorrhage to 24 hours after. According to Dalton's law, climate conditions influence pO2, recalculated with Dupré's formula, and patient history analyzed and scored according to the induced oxidative stress. RESULTS Subarachnoid hemorrhage risk is highest during spring and autumn, lowest between midnight and 6:00 a.m. Risk is highest after a period of atmospheric pressure higher than 1010 hPa (83%) and high pO2 and lowest for atmospheric pressure lower than 990 hPa and pO2 lower than 20.6. According to the medical history, 2 groups of patients could be identified: patients without history (22%), women (62%), high atmospheric pressure, and relatively lower pO2; and patients with a medical history, relatively lower atmospheric pressure, and higher pO2. Atmospheric pressure decreased significantly before disruption (994 hPa) but with a constant pO2. Subarachnoid hemorrhages during high atmospheric pressure were preceded by a decrease of pO2 despite a highly stable period of high atmospheric pressure. DISCUSSION Atmospheric O2 changes and the subsequent oxidative stress could be the local ultimate trigger of subarachnoid hemorrhage that could result in the "ideal" fit of patient's health conditions with the meteorological environment.
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Affiliation(s)
- Thierry Patrice
- Anesthesiology and Intensive Care, Laënnec Hospital, University Hospital Nantes, Nantes, France.
| | - Bertrand Rozec
- Anesthesiology and Intensive Care, Laënnec Hospital, University Hospital Nantes, Nantes, France
| | - Hubert Desal
- Anesthesiology and Intensive Care, Laënnec Hospital, University Hospital Nantes, Nantes, France
| | - Yvonnick Blanloeil
- Anesthesiology and Intensive Care, Laënnec Hospital, University Hospital Nantes, Nantes, France
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Backes D, Rinkel GJE, Algra A, Vaartjes I, Donker GA, Vergouwen MDI. Increased incidence of subarachnoid hemorrhage during cold temperatures and influenza epidemics. J Neurosurg 2016; 125:737-45. [DOI: 10.3171/2015.8.jns151473] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE
This study investigated whether the increased incidence of aneurysmal subarachnoid hemorrhage (SAH) in winter is related to temperature or increased incidence of influenza. Such relationships may elucidate the pathogenesis of intracranial aneurysm rupture.
METHODS
A nationwide sample of 18,714 patients with SAH was linked with weekly temperature and influenza-like illness consultation data. Poisson regression analyses were used to calculate incidence density ratios (IDRs) with corresponding 95% CIs for the association of SAH incidence with temperature and influenza epidemics; IDRs were adjusted for study year (aIDR). In addition, SAH incidence data from 30 European population-based studies were linked with daily temperature data from the European Climate Assessment.
RESULTS
The aIDR for SAH during influenza epidemics was 1.061 (95% CI 1.022–1.101) in the univariable and 1.030 (95% CI 0.989–1.074) in the multivariable analysis. This association declined gradually during the weeks after epidemics. Per 1°C temperature drop, the aIDR was 1.005 (95% CI 1.003–1.008) in the univariable and 1.004 (95% CI 1.002–1.007) in the multivariable analysis. In the European population-based studies, the IDR was 1.143 (95% CI 1.129–1.157) per 1°C temperature drop.
CONCLUSIONS
The incidence of SAH is increased during cold temperatures and epidemic influenza. Future studies with individual patient data are needed to investigate causality between temperature or influenza and SAH.
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Affiliation(s)
- Daan Backes
- 1Department of Neurology and Neurosurgery, Brain Centre Rudolf Magnus, and
| | | | - Ale Algra
- 1Department of Neurology and Neurosurgery, Brain Centre Rudolf Magnus, and
- 2Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht; and
| | - Ilonca Vaartjes
- 2Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht; and
| | - Gé A. Donker
- 3Netherlands Institute for Health Services Research, Utrecht, The Netherlands
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(Ton)silly seasons? Do atmospheric conditions actually affect post-tonsillectomy secondary haemorrhage rates? The Journal of Laryngology & Otology 2015; 129:702-5. [DOI: 10.1017/s0022215115001292] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
AbstractBackground:Tonsillectomy is a common procedure, with potentially life-threatening complications. Previous investigations into post-tonsillectomy secondary haemorrhage rates suggest an influence of climactic and atmospheric conditions on haemorrhage rate, particularly temperature and water vapour pressure. With a single emergency department and a large variance in atmospheric conditions, Darwin, Australia, is ideal for investigating the effects of local climate on rates of post-operative haemorrhage.Methods:A five-year retrospective review was conducted of all tonsillectomy procedures performed between 2008 and 2013. Effects of atmospheric variables were examined using Pearson's correlation coefficient and analysis of variance.Results:A total of 941 patients underwent tonsillectomy in the study period. The bleeding rate was 7.7 per cent. No variation was found between wet and dry season tonsillectomies (p= 0.4). Temperature (p= 0.74), water vapour pressure (p= 0.94) and humidity (p= 0.66) had no effect on bleeding.Conclusion:The findings revealed no correlation between humidity, season, water vapour pressure and haemorrhage rates. Further research should use multi-site data to investigate the effect of air conditioning, humidification and climactic conditions between different regions in Australia.
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Stienen MN, Smoll NR, Battaglia M, Schatlo B, Woernle CM, Fung C, Roethlisberger M, Daniel RT, Fathi AR, Fandino J, Hildebrandt G, Schaller K, Bijlenga P. Intracranial Aneurysm Rupture Is Predicted by Measures of Solar Activity. World Neurosurg 2015; 83:588-95. [DOI: 10.1016/j.wneu.2014.12.021] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2014] [Accepted: 12/10/2014] [Indexed: 12/01/2022]
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Lai PMR, Dasenbrock H, Du R. The association between meteorological parameters and aneurysmal subarachnoid hemorrhage: a nationwide analysis. PLoS One 2014; 9:e112961. [PMID: 25393630 PMCID: PMC4231088 DOI: 10.1371/journal.pone.0112961] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2014] [Accepted: 10/16/2014] [Indexed: 02/05/2023] Open
Abstract
Prior research has suggested that regional weather patterns impact the risk of rupture of cerebral aneurysms, but the findings in the literature have been inconsistent. Furthermore, no nationwide analysis to date has examined the association between meteorological factors and the post-procedural outcomes of patients after the treatment for ruptured cerebral aneurysms. The purpose of this study was to use a nationwide sample to analyze the association between specific meteorological parameters—temperature, precipitation, sunlight, and humidity—and hospital admission rate for and outcome after aneurysmal subarachnoid hemorrhage. Patients were identified using the Nationwide Inpatient Sample (2001–2010): Those with an ICD-9 diagnosis code for subarachnoid hemorrhage and a procedural code for aneurysm repair were included. Climate data were obtained from the State of the Climate Report 2010 released by the National Climatic Data Center. Multivariate regression models were constructed to analyze the association between average state monthly temperature, precipitation, and percent possible sunlight, as well as relative morning humidity and both monthly hospital admission rate, adjusted for annual state population in millions, and in-hospital mortality. 16,970 admissions were included from 723 hospitals across 41 states. Decreased daily sunlight and lower relative humidity were associated with an increased rate of admission for ruptured cerebral aneurysms (p<0.001), but had no association with differential inpatient mortality. No significant changes in these observed associations were seen when multivariate analyses were constructed. This is the first nationwide study to suggest that decreased sunlight and lower relative humidity are associated with admission for ruptured cerebral aneurysms. While it has been postulated that external atmospheric factors may cause hormonal and homeostatic changes that impact the risk of rupture of cerebral aneurysms, additional research is needed to confirm and further understand these relationships.
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Affiliation(s)
- Pui Man Rosalind Lai
- Department of Neurosurgery, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Hormuzdiyar Dasenbrock
- Department of Neurosurgery, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Rose Du
- Department of Neurosurgery, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- * E-mail:
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