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Published in: BMC Public Health 1/2011

Open Access 01-12-2011 | Research article

Snowbirds and infection--new phenomena in pneumonia and influenza hospitalizations from winter migration of older adults: A spatiotemporal analysis

Authors: Kenneth KH Chui, Steven A Cohen, Elena N Naumova

Published in: BMC Public Health | Issue 1/2011

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Abstract

Background

Despite advances in surveillance and prevention, pneumonia and influenza (P&I) remain among the leading causes of mortality in the United States. Elderly adults experience the most severe morbidity from influenza-associated diseases, and have the highest rates of seasonal migration within the U.S. compared to other subpopulations. The objective of this study is to assess spatiotemporal patterns in influenza-associated hospitalizations in the elderly, by time, geography, and intensity of P&I. Given the high seasonal migration of individuals to Florida, this state was examined more closely using harmonic regression to assess spatial and temporal patterns of P&I hospitalizations by state of residence.

Methods

Data containing all Medicare-eligible hospitalizations in the United States for 1991-2006 with P&I (ICD-9-CM codes 480-487) were abstracted for the 65+ population. Hospitalizations were classified by state of residence, provider state, and date of admissions, specifically comparing those admitted between October and March to those admitted between April and September. We then compared the hospitalization profile data of Florida residents with that of out-of-state residents by state of primary residence and time of year (in-season or out-of-season).

Results

We observed distinct seasonal patterns of nonresident P&I hospitalizations, especially comparing typical winter destination states, such as California, Arizona, Texas, and Florida, to other states. Although most other states generally experienced a higher proportion of non-resident P&I during the summer months (April-September), these states had higher nonresident P&I during the traditional peak influenza season (October-March).

Conclusions

This study is among the first to quantify spatiotemporal P&I hospitalization patterns in the elderly, focusing on the change of patterns that are possibly due to seasonal population migration. Understanding migration and influenza-associated disease patterns in this vulnerable population is critical to prepare for and potentially prevent influenza outbreaks in this vulnerable population.
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Literature
1.
go back to reference Ompad DC, Galea S, Vlahov D: Distribution of influenza vaccine to high-risk groups. Epidemiol Rev. 2006, 28: 54-70. 10.1093/epirev/mxj004.CrossRefPubMed Ompad DC, Galea S, Vlahov D: Distribution of influenza vaccine to high-risk groups. Epidemiol Rev. 2006, 28: 54-70. 10.1093/epirev/mxj004.CrossRefPubMed
2.
go back to reference Heron M, Hoyert DL, Murphy SL, Xu J, Kochanek KD, Tejada-Vera B: Deaths: final data for 2006. Natl Vital Stat Rep. 2009, 57: 1-134.PubMed Heron M, Hoyert DL, Murphy SL, Xu J, Kochanek KD, Tejada-Vera B: Deaths: final data for 2006. Natl Vital Stat Rep. 2009, 57: 1-134.PubMed
3.
go back to reference Wenger JB, Naumova EN: Seasonal synchronization of influenza in the United States older adult population. PLoS One. 2010, 5: e10187-10.1371/journal.pone.0010187.CrossRefPubMedPubMedCentral Wenger JB, Naumova EN: Seasonal synchronization of influenza in the United States older adult population. PLoS One. 2010, 5: e10187-10.1371/journal.pone.0010187.CrossRefPubMedPubMedCentral
4.
go back to reference Dushoff J, Plotkin JB, Levin SA, Earn DJ: Dynamical resonance can account for seasonality of influenza epidemics. Proc Natl Acad Sci USA. 2004, 101: 16915-16916. 10.1073/pnas.0407293101.CrossRefPubMedPubMedCentral Dushoff J, Plotkin JB, Levin SA, Earn DJ: Dynamical resonance can account for seasonality of influenza epidemics. Proc Natl Acad Sci USA. 2004, 101: 16915-16916. 10.1073/pnas.0407293101.CrossRefPubMedPubMedCentral
5.
go back to reference Lofgren E, Fefferman NH, Naumov YN, Gorski J, Naumova EN: Influenza seasonality: underlying causes and modeling theories. J Virol. 2007, 81: 5429-5436. 10.1128/JVI.01680-06.CrossRefPubMed Lofgren E, Fefferman NH, Naumov YN, Gorski J, Naumova EN: Influenza seasonality: underlying causes and modeling theories. J Virol. 2007, 81: 5429-5436. 10.1128/JVI.01680-06.CrossRefPubMed
6.
go back to reference Cohen SA, Agree EM, Ahmed S, Naumova EN: Grandparental caregiving, income inequality and respiratory infections in elderly US individuals. J Epidemiol Community Health. 2010 Cohen SA, Agree EM, Ahmed S, Naumova EN: Grandparental caregiving, income inequality and respiratory infections in elderly US individuals. J Epidemiol Community Health. 2010
7.
go back to reference Finkelman BS, Viboud C, Koelle K, Ferrari MJ, Bharti N, Grenfell BT: Global patterns in seasonal activity of influenza A/H3N2, A/H1N1, and B from 1997 to 2005: viral coexistence and latitudinal gradients. PLoS One. 2007, 2: e1296-10.1371/journal.pone.0001296.CrossRefPubMedPubMedCentral Finkelman BS, Viboud C, Koelle K, Ferrari MJ, Bharti N, Grenfell BT: Global patterns in seasonal activity of influenza A/H3N2, A/H1N1, and B from 1997 to 2005: viral coexistence and latitudinal gradients. PLoS One. 2007, 2: e1296-10.1371/journal.pone.0001296.CrossRefPubMedPubMedCentral
8.
go back to reference Viboud C, Bjornstad ON, Smith DL, Simonsen L, Miller MA, Grenfell BT: Synchrony, waves, and spatial hierarchies in the spread of influenza. Science. 2006, 312: 447-451. 10.1126/science.1125237.CrossRefPubMed Viboud C, Bjornstad ON, Smith DL, Simonsen L, Miller MA, Grenfell BT: Synchrony, waves, and spatial hierarchies in the spread of influenza. Science. 2006, 312: 447-451. 10.1126/science.1125237.CrossRefPubMed
9.
go back to reference Simonsen L, Clarke MJ, Williamson GD, Stroup DF, Arden NH, Schonberger LB: The impact of influenza epidemics on mortality: introducing a severity index. Am J Public Health. 1997, 87: 1944-1950. 10.2105/AJPH.87.12.1944.CrossRefPubMedPubMedCentral Simonsen L, Clarke MJ, Williamson GD, Stroup DF, Arden NH, Schonberger LB: The impact of influenza epidemics on mortality: introducing a severity index. Am J Public Health. 1997, 87: 1944-1950. 10.2105/AJPH.87.12.1944.CrossRefPubMedPubMedCentral
10.
go back to reference Peiris JS, Yuen KY, Osterhaus AD, Stohr K: The severe acute respiratory syndrome. N Engl J Med. 2003, 349: 2431-2441. 10.1056/NEJMra032498.CrossRefPubMed Peiris JS, Yuen KY, Osterhaus AD, Stohr K: The severe acute respiratory syndrome. N Engl J Med. 2003, 349: 2431-2441. 10.1056/NEJMra032498.CrossRefPubMed
11.
go back to reference Erkoreka A: The Spanish influenza pandemic in occidental Europe (1918-1920) and victim age. Influenza Other Respi Viruses. 2010, 4: 81-89. 10.1111/j.1750-2659.2009.00125.x.CrossRef Erkoreka A: The Spanish influenza pandemic in occidental Europe (1918-1920) and victim age. Influenza Other Respi Viruses. 2010, 4: 81-89. 10.1111/j.1750-2659.2009.00125.x.CrossRef
12.
go back to reference Lemaitre M, Carrat F: Comparative age distribution of influenza morbidity and mortality during seasonal influenza epidemics and the 2009 H1N1 pandemic. BMC Infect Dis. 2010, 10: 162-10.1186/1471-2334-10-162.CrossRefPubMedPubMedCentral Lemaitre M, Carrat F: Comparative age distribution of influenza morbidity and mortality during seasonal influenza epidemics and the 2009 H1N1 pandemic. BMC Infect Dis. 2010, 10: 162-10.1186/1471-2334-10-162.CrossRefPubMedPubMedCentral
13.
go back to reference Fry AM, Shay DK, Holman RC, Curns AT, Anderson LJ: Trends in hospitalizations for pneumonia among persons aged 65 years or older in the United States, 1988-2002. JAMA: The Journal of the American Medical Association. 2005, 294: 2712-2719. 10.1001/jama.294.21.2712.CrossRefPubMed Fry AM, Shay DK, Holman RC, Curns AT, Anderson LJ: Trends in hospitalizations for pneumonia among persons aged 65 years or older in the United States, 1988-2002. JAMA: The Journal of the American Medical Association. 2005, 294: 2712-2719. 10.1001/jama.294.21.2712.CrossRefPubMed
14.
go back to reference Smith SK, House M: Snowbirds, sunbirds, and stayers: seasonal migration of elderly adults in Florida. J Gerontol B Psychol Sci Soc Sci. 2006, 61: S232-239.CrossRefPubMed Smith SK, House M: Snowbirds, sunbirds, and stayers: seasonal migration of elderly adults in Florida. J Gerontol B Psychol Sci Soc Sci. 2006, 61: S232-239.CrossRefPubMed
15.
go back to reference Smith SK, House M: Temporary migration: a case study of Florida. Population Research and Policy Review. 2007, 26: 437-454. 10.1007/s11113-007-9037-6.CrossRef Smith SK, House M: Temporary migration: a case study of Florida. Population Research and Policy Review. 2007, 26: 437-454. 10.1007/s11113-007-9037-6.CrossRef
16.
go back to reference Buczko W: Differences in hospitalizations among seasonal migrants, adjacent-state and in-state aged Medicare beneficiaries. Medical Care. 1994, 32: 308-314. 10.1097/00005650-199403000-00009.CrossRefPubMed Buczko W: Differences in hospitalizations among seasonal migrants, adjacent-state and in-state aged Medicare beneficiaries. Medical Care. 1994, 32: 308-314. 10.1097/00005650-199403000-00009.CrossRefPubMed
17.
go back to reference Van Bavel J: Choice of study discipline and the postponement of motherhood in Europe: the impact of expected earnings, gender composition, and family attitudes. Demography. 2010, 47: 439-458. 10.1353/dem.0.0108.CrossRefPubMedPubMedCentral Van Bavel J: Choice of study discipline and the postponement of motherhood in Europe: the impact of expected earnings, gender composition, and family attitudes. Demography. 2010, 47: 439-458. 10.1353/dem.0.0108.CrossRefPubMedPubMedCentral
18.
go back to reference Naumova EN, MacNeill IB: Seasonality assessment for biosurveillance systems. Advances in Statistical Methods for the Health Sciences. Edited by: Auget J-L, Balakrishnan N, Mesbah M, Molenberghs G. 2006, New York: Birkhäuser Boston, 437-450. 1 Naumova EN, MacNeill IB: Seasonality assessment for biosurveillance systems. Advances in Statistical Methods for the Health Sciences. Edited by: Auget J-L, Balakrishnan N, Mesbah M, Molenberghs G. 2006, New York: Birkhäuser Boston, 437-450. 1
19.
go back to reference Basu J, Mobley LR: Impact of local resources on hospitalization patterns of Medicare beneficiaries and propensity to travel outside local markets. J Rural Health. 2010, 26: 20-29. 10.1111/j.1748-0361.2009.00261.x.CrossRefPubMed Basu J, Mobley LR: Impact of local resources on hospitalization patterns of Medicare beneficiaries and propensity to travel outside local markets. J Rural Health. 2010, 26: 20-29. 10.1111/j.1748-0361.2009.00261.x.CrossRefPubMed
21.
go back to reference Hampton T: Experts predict visits by baby boomers will soon strain emergency departments. Jama. 2008, 299: 2613-2614. 10.1001/jama.299.22.2613.CrossRefPubMed Hampton T: Experts predict visits by baby boomers will soon strain emergency departments. Jama. 2008, 299: 2613-2614. 10.1001/jama.299.22.2613.CrossRefPubMed
22.
go back to reference Fisher ES, Baron JA, Malenka DJ, Barrett J, Bubolz TA: Overcoming potential pitfalls in the use of Medicare data for epidemiologic research. American Journal of Public Health. 1990, 80: 1487-1490. 10.2105/AJPH.80.12.1487.CrossRefPubMedPubMedCentral Fisher ES, Baron JA, Malenka DJ, Barrett J, Bubolz TA: Overcoming potential pitfalls in the use of Medicare data for epidemiologic research. American Journal of Public Health. 1990, 80: 1487-1490. 10.2105/AJPH.80.12.1487.CrossRefPubMedPubMedCentral
23.
go back to reference Rogot E, Fabsitz R, Feinleib M: Daily variation in USA mortality. Am J Epidemiol. 1976, 103: 198-211.PubMed Rogot E, Fabsitz R, Feinleib M: Daily variation in USA mortality. Am J Epidemiol. 1976, 103: 198-211.PubMed
24.
go back to reference Chowell G, Miller MA, Viboud C: Seasonal influenza in the United States, France, and Australia: transmission and prospects for control. Epidemiol Infect. 2008, 136: 852-864.PubMed Chowell G, Miller MA, Viboud C: Seasonal influenza in the United States, France, and Australia: transmission and prospects for control. Epidemiol Infect. 2008, 136: 852-864.PubMed
25.
go back to reference O'Connor BJ: Pension tax may spur snowbirds to relocate. The Detroit News. 2011, Detroit O'Connor BJ: Pension tax may spur snowbirds to relocate. The Detroit News. 2011, Detroit
26.
go back to reference Martin HW, Hoppe SK, Marshall VW, Daciuk JF: Sociodemographic and health characteristics of Anglophone Canadian and U.S. snowbirds. J Aging Health. 1992, 4: 500-513. 10.1177/089826439200400403.CrossRefPubMed Martin HW, Hoppe SK, Marshall VW, Daciuk JF: Sociodemographic and health characteristics of Anglophone Canadian and U.S. snowbirds. J Aging Health. 1992, 4: 500-513. 10.1177/089826439200400403.CrossRefPubMed
27.
go back to reference Guo D: Visual analytics of spatial interaction patterns for pandemic decision support. International Journal of Geographical Information Science. 2007, 21: 859-877. 10.1080/13658810701349037.CrossRef Guo D: Visual analytics of spatial interaction patterns for pandemic decision support. International Journal of Geographical Information Science. 2007, 21: 859-877. 10.1080/13658810701349037.CrossRef
28.
go back to reference Guo D: Flow Mapping and Multivariate Visualization of Large Spatial Interaction Data. IEEE Transactions on Visualization and Computer Graphics. 2009, 15: 1041-1048.CrossRefPubMed Guo D: Flow Mapping and Multivariate Visualization of Large Spatial Interaction Data. IEEE Transactions on Visualization and Computer Graphics. 2009, 15: 1041-1048.CrossRefPubMed
29.
go back to reference Fefferman NH, Ng KL: How disease models in static networks can fail to approximate disease in dynamic networks. Physical Review E. 2007, 76: 031919-CrossRef Fefferman NH, Ng KL: How disease models in static networks can fail to approximate disease in dynamic networks. Physical Review E. 2007, 76: 031919-CrossRef
Metadata
Title
Snowbirds and infection--new phenomena in pneumonia and influenza hospitalizations from winter migration of older adults: A spatiotemporal analysis
Authors
Kenneth KH Chui
Steven A Cohen
Elena N Naumova
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2011
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-11-444

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