代码 | 检索词 |
1 | 流感:influenza OR flu ti/ab |
2 | 气温:temperature OR cold OR hot OR warm OR cool |
3 | 湿度:humidity OR dryness OR wetness |
4 | 气流:airflow OR airstream OR wind speed OR air speed OR (global atmospheric) |
5 | 气压:pressure |
6 | 天气:weather OR sunny OR rainy OR snowy OR cloudy OR overcast OR windy |
7 | 季节:seasonal OR spring OR summer OR autumn OR fall OR winter |
8 | 气候:climate |
9 | 日照:sunlight OR insolation OR sunshine OR ((ultraviolet ray) OR UV) |
10 | 降雨:rainfall OR precipitation OR rain OR snow OR hail |
11 | 2 OR 3 OR 4 OR 5 OR 6 OR 7 OR 8 OR 9 OR 10 |
12 | 1 AND 11 |
13 | activity OR mortality OR outbreak OR epidemic OR (annunal peak) OR (seasonality characterizing) OR (seasonal features) |
14 | 12 AND 13 |

Citation: Qian Guo, Tao Chen and Luojing Zhou. Correlation between seasonal influenza and meteorological factors: a systematic review[J]. Disease Surveillance.

季节性流感与气象因素相关性的系统评价
English
Correlation between seasonal influenza and meteorological factors: a systematic review
-
Key words:
- Influenza /
- Seasonality /
- Meteorological factors /
- Systematic review
-
-
[1]
WHO. WHO global influenza surveillance network: manual for the laboratory diagnosis and virological surveillance of influenza[R]. Geneva: WHO, 2011.
-
[2]
Viboud C, Alonso WJ, Simonsen L. Influenza in tropical regions[J]. PLoS Med, 2006,3(4):e89. DOI:10.1371/journal.pmed.0030089.
-
[3]
Dapat C, Saito R, Kyaw Y, et al. Epidemiology of human influenza A and B viruses in Myanmar from 2005 to 2007[J]. Intervirology, 2009,52(6):310–320. DOI:10.1159/000237738.
-
[4]
Moura FEA, Perdigão AC, Siqueira MM. Seasonality of influenza in the tropics: a distinct pattern in northeastern Brazil[J]. Am J Trop Med Hyg, 2009,81(1):180–183. DOI:10.4269/ajtmh.2009.81.180.
-
[5]
Wong CM, Chan KP, Hedley AJ, et al. Influenza-associated mortality in Hong Kong[J]. Clin Infect Dis, 2004,39(11):1611–1617. DOI:10.1086/425315.
-
[6]
Yap FHY, Ho PL, Lam KF, et al. Excess hospital admissions for pneumonia, chronic obstructive pulmonary disease, and heart failure during influenza seasons in Hong Kong[J]. J Med Virol, 2004,73(4):617–623. DOI:10.1002/jmv.20135.
-
[7]
Van Noort SP, Águas R, Ballesteros S, et al. The role of weather on the relation between influenza and influenza-like illness[J]. J Theor Biol, 2012,298:131–137. DOI:10.1016/j.jtbi.2011.12.020.
-
[8]
Roussel M, Pontier D, Cohen JM, et al. Quantifying the role of weather on seasonal influenza[J]. BMC Public Health, 2016,16:441. DOI:10.1186/s12889−016−3114−x.
-
[9]
de Arróyabe Hernáez PF. Climate, weather and flu diagnoses incidence in the region of Santander (Northern Spain) during the 1999–2000 epidemic diffusion period[J]. Aerobiologia, 2004,20(4):223–228. DOI:10.1007/s10453−004−1186−z.
-
[10]
Du Prel JB, Puppe W, Gröndahl B, et al. Are meteorological parameters associated with acute respiratory tract infections?[J]. Clin Infect Dis, 2009,49(6):861–868. DOI:10.1086/605435.
-
[11]
Price RHM, Graham C, Ramalingam S. Association between viral seasonality and meteorological factors[J]. Sci Rep, 2019,9:929. DOI:10.1038/s41598−018−37481−y.
-
[12]
Davis RE, Rossier CE, Enfield KB. The impact of weather on influenza and pneumonia mortality in New York city, 1975–2002: a retrospective study[J]. PLoS One, 2012,7(3):e34091. DOI:10.1371/journal.pone.0034091.
-
[13]
Christophersen O. Mortality during the 1996/7 winter[J]. Popul Trends, 1997(90):11–17.
-
[14]
Shaman J, Pitzer V, Viboud C, et al. Absolute humidity and the seasonal onset of influenza in the continental US[J]. PLoS Curr, 2009,2:RRN1138. DOI:10.1371/currents.RRN1138.
-
[15]
Barreca AI, Shimshack JP. Absolute humidity, temperature, and influenza mortality: 30 years of county-level evidence from the United States[J]. Am J Epidemiol, 2012,176 Suppl 7:S114–122. DOI:10.1093/aje/kws259.
-
[16]
Shoji M, Katayama K, Sano K. Absolute humidity as a deterministic factor affecting seasonal influenza epidemics in Japan[J]. Tohoku J Exp Med, 2011,224(4):251–256. DOI:10.1620/tjem.224.251.
-
[17]
Te Beest DE, Van Boven M, Hooiveld M, et al. Driving factors of influenza transmission in the Netherlands[J]. Am J Epidemiol, 2013,178(9):1469–1477. DOI:10.1093/aje/kwt132.
-
[18]
Gomez-Barroso D, León-Gómez I, Delgado-Sanz C, et al. Climatic Factors and Influenza Transmission, Spain, 2010–2015[J]. Int J Environ Res Public Health, 2017,14(12):1469. DOI:10.3390/ijerph14121469.
-
[19]
Charland KML, Buckeridge DL, Sturtevant JL, et al. Effect of environmental factors on the spatio-temporal patterns of influenza spread[J]. Epidemiol Infect, 2009,137(10):1377–1387. DOI:10.1017/S0950268809002283.
-
[20]
Bai YL, Huang DS, Liu J, et al. Effect of meteorological factors on influenza-like illness from 2012 to 2015 in Huludao, a northeastern city in China[J]. PeerJ, 2019,7(26):e6919. DOI:10.7717/peerj.6919.
-
[21]
Soebiyanto RP, Gross D, Jorgensen P, et al. Associations between meteorological parameters and influenza activity in Berlin (Germany), Ljubljana (Slovenia), castile and León (Spain) and Israeli districts[J]. PLoS One, 2015,10(8):e0134701. DOI:10.1371/journal.pone.0134701.
-
[22]
Iha Y, Kinjo T, Parrott G, et al. Comparative epidemiology of influenza A and B viral infection in a subtropical region: a 7-year surveillance in Okinawa, Japan[J]. BMC Infect Dis, 2016,16:650. DOI:10.1186/s12879−016−1978−0.
-
[23]
Urashima M, Shindo N, Okabe N. A seasonal model to simulate influenza oscillation in Tokyo[J]. Jpn J Infect Dis, 2003,56(2):43–47.
-
[24]
Chen ZR, Zhu Y, Wang YQ, et al. Association of meteorological factors with childhood viral acute respiratory infections in subtropical China: an analysis over 11 years[J]. Arch Virol, 2014,159(4):631–639. DOI:10.1007/s00705−013−1863−8.
-
[25]
Dangi T, Jain B, Singh AK, et al. Influenza virus genotypes circulating in and around Lucknow, Uttar Pradesh, India, during post pandemic period, August 2010--September 2012[J]. Indian J Med Res, 2014,139(3):418–426.
-
[26]
Davis RE, Dougherty E, McArthur C, et al. Cold, dry air is associated with influenza and pneumonia mortality in Auckland, New Zealand[J]. Influenza Other Respir Viruses, 2016,10(4):310–313. DOI:10.1111/irv.12369.
-
[27]
Dai QG, Ma W, Huang HD, et al. The effect of ambient temperature on the activity of influenza and influenza like illness in Jiangsu province, China[J]. Sci Total Environ, 2018,645:684–691. DOI:10.1016/j.scitotenv.2018.07.065.
-
[28]
Liao CM, Chang SY, Chen SC, et al. Influenza-associated morbidity in subtropical Taiwan[J]. Int J Infect Dis, 2009,13(5):589–599. DOI:10.1016/j.ijid.2008.09.019.
-
[29]
Yang W, Cummings MJ, Bakamutumaho B, et al. Dynamics of influenza in tropical Africa: Temperature, humidity, and Co-circulating (sub) types[J]. Influenza Other Respir Viruses, 2018,12(4):446–456. DOI:10.1111/irv.12556.
-
[30]
Mahamat A, Dussart P, Bouix A, et al. Climatic drivers of seasonal influenza epidemics in French Guiana, 2006–2010[J]. J Infect, 2013,67(2):141–147. DOI:10.1016/j.jinf.2013.03.018.
-
[31]
Emukule GO, Mott JA, Spreeuwenberg P, et al. Influenza activity in Kenya, 2007–2013: timing, association with climatic factors, and implications for vaccination campaigns[J]. Influenza Other Respir Viruses, 2016,10(5):375–385. DOI:10.1111/irv.12393.
-
[32]
Monamele GC, Vernet MA, Nsaibirni RFJ, et al. Associations between meteorological parameters and influenza activity in a subtropical country: Case of five sentinel sites in Yaounde-Cameroon[J]. PLoS One, 2017,12(10):e0186914. DOI:10.1371/journal.pone.0186914.
-
[33]
Chan PK, Mok HY, Lee TC, et al. Seasonal influenza activity in Hong Kong and its association with meteorological variations[J]. J Med Virol, 2009,81(10):1797–1806. DOI:10.1002/jmv.21551.
-
[34]
Chong KC, Goggins W, Zee BCY, et al. Identifying meteorological drivers for the seasonal variations of influenza infections in a subtropical city - Hong Kong[J]. Int J Environ Res Public Health, 2015,12(2):1560–1576. DOI:10.3390/ijerph120201560.
-
[35]
Agrawal AS, Sarkar M, Chakrabarti S, et al. Comparative evaluation of real-time PCR and conventional RT-PCR during a 2 year surveillance for influenza and respiratory syncytial virus among children with acute respiratory infections in Kolkata, India, reveals a distinct seasonality of infection[J]. J Med Microbiol, 2009,58(12):1616–1622. DOI:10.1099/jmm.0.011304−0.
-
[36]
Alonso WJ, Guillebaud J, Viboud C, et al. Influenza seasonality in Madagascar: the mysterious African free-runner[J]. Influenza Other Respir Viruses, 2015,9(3):101–109. DOI:10.1111/irv.12308.
-
[37]
Soebiyanto RP, Clara W, Jara J, et al. The role of temperature and humidity on seasonal influenza in tropical areas: Guatemala, El Salvador and Panama, 2008–2013[J]. PLoS One, 2014,9(6):e100659. DOI:10.1371/journal.pone.0100659.
-
[38]
Soebiyanto RP, Clara WA, Jara J, et al. Associations between seasonal influenza and meteorological parameters in Costa Rica, Honduras and Nicaragua[J]. Geospat Health, 2015,10(2):372. DOI:10.4081/gh.2015.372.
-
[39]
Shek LPC, Lee BW. Epidemiology and seasonality of respiratory tract virus infections in the tropics[J]. Paediatr Respirat Rev, 2003,4(2):105–111. DOI:10.1016/s1526−0542(03)00024−1.
-
[40]
Thai PQ, Choisy M, Duong TN, et al. Seasonality of absolute humidity explains seasonality of influenza-like illness in Vietnam[J]. Epidemics, 2015,13:65–73. DOI:10.1016/j.epidem.2015.06.002.
-
[41]
Schulman JL, Kilbourne ED. Experimental transmission of influenza virus infection in mice: Ⅱ. some factors affecting the incidence of transmitted infection[J]. J Exp Med, 1963,118(2):267–275. DOI:10.1084/jem.118.2.267.
-
[42]
Lowen AC, Mubareka S, Steel J, et al. Influenza virus transmission is dependent on relative humidity and temperature[J]. PLoS Pathog, 2007,3(10):1470–1476. DOI:10.1371/journal.ppat.0030151.
-
[43]
Schaffer FL, Soergel ME, Straube DC. Urvival of airborne influenza virus: effects of propagating host, relative humidity, and composition of spray fluids[J]. Arch Virol, 1976,51(4):263–273. DOI:10.1007/bf01317930.
-
[44]
Lowen AC, Steel J, Mubareka S, et al. High temperature (30 C) blocks aerosol but not contact transmission of influenza virus[J]. J Virol, 2008,82(11):5650–5652. DOI:10.1128/JVI.00325−08.
-
[45]
Yang W, Marr LC. Dynamics of airborne influenza A viruses indoors and dependence on humidity[J]. PLoS One, 2011,6(6):e21481. DOI:10.1371/journal.pone.0021481.
-
[46]
Noti JD, Blachere FM, McMillen CM, et al. High humidity leads to loss of infectious influenza virus from simulated coughs[J]. PLoS One, 2013,8(2):e57485. DOI:10.1371/journal.pone.0057485.
-
[47]
Yang W, Elankumaran S, Marr LC. Relationship between humidity and influenza A viability in droplets and implications for influenza's seasonality[J]. PLoS One, 2012,7(10):e46789. DOI:10.1371/journal.pone.0046789.
-
[48]
Shaman J, Kohn M. Absolute humidity modulates influenza survival, transmission, and seasonality[J]. Proc Natl Acad Sci USA, 2009,106(9):3243–3248. DOI:10.1073/pnas.0806852106.
-
[49]
McDevitt J, Rudnick S, First M, et al. Role of absolute humidity in the inactivation of influenza viruses on stainless steel surfaces at elevated temperatures[J]. Appl Environ Microbiol, 2010,76(12):3943–3947. DOI:10.1128/AEM.02674−09.
-
[50]
McDevitt JJ, Rudnick SN, Radonovich LJ. Aerosol susceptibility of influenza virus to UV-C light[J]. Appl Environ Microbiol, 2012,78(6):1666–1669. DOI:10.1128/AEM.06960−11.
-
[51]
Kudo E, Song E, Yockey LJ, et al. Low ambient humidity impairs barrier function and innate resistance against influenza infection[J]. Proc Natl Acad Sci USA, 2019,116(22):10905–10910. DOI:10.1073/pnas.1902840116.
-
[52]
Young GA Jr, Underdahl NR, Carpenter LE. Vitamin D intake and susceptibility of mice to experimental swine influenza virus infection[J]. Proc Soc Exp Biol Med, 1949,72(3):695–697. DOI:10.3181/00379727−72−17545.
-
[53]
Polozov IV, Bezrukov L, Gawrisch K, et al. Progressive ordering with decreasing temperature of the phospholipids of influenza virus[J]. Nat Chem Biol, 2008,4(4):248–255. DOI:10.1038/nchembio.77.
-
[54]
Cannell JJ, Vieth R, Umhau JC, et al. Epidemic influenza and vitamin D[J]. Epidemiol Infect, 2006,134(6):1129–1140. DOI:10.1017/S0950268806007175.
-
[55]
Cannell JJ, Zasloff M, Garland CF, et al. On the epidemiology of influenza[J]. Virol J, 2008,5:29. DOI:10.1186/1743−422X−5−29.
-
[56]
Koep TH, Enders FT, Pierret C, et al. Predictors of indoor absolute humidity and estimated effects on influenza virus survival in grade schools[J]. BMC Infect Dis, 2013,13:71. DOI:10.1186/1471−2334−13−71.
-
[57]
Deyle ER, Maher MC, Hernandez RD, et al. Global environmental drivers of influenza[J]. Proc Natl Acad Sci USA, 2016,113(46):13081–13086. DOI:10.1073/pnas.1607747113.
-
[58]
Tamerius JD, Shaman J, Alonso WJ, et al. Environmental predictors of seasonal influenza epidemics across temperate and tropical climates[J]. PLoS Pathog, 2013,9(3):e1003194. DOI:10.1371/journal.ppat.1003194.
-
[59]
Urashima M, Segawa T, Okazaki M, et al. Randomized trial of vitamin D supplementation to prevent seasonal influenza A in schoolchildren[J]. Am J Clin Nutr, 2010,91(5):1255–1260. DOI:10.3945/ajcn.2009.29094.
-
[1]
-
表 1 电子检索策略(以Pubmed为例)
Table 1. Electronic retrieval strategy (taking Pubmed as an example)
表 2 纳入以人口为基础的流行病学研究基本信息
Table 2. Basic information for population-based epidemiological research
研究国家/地区 研究年份 流感活动指标 气象因素 统计方法 文献 温带地区 西班牙桑坦德 1999−2000 流感诊断病例数 T、RH Pearson相关 [9] 德国美因茨 2001−2006 流感相关住院率 T、RH、WV、P Spearman秩相关、
偏相关[10] 苏格兰爱丁堡 2009−2015 流感阳性数 T、RH Logistic回归 [11] 美国纽约 1975−2002 P&I死亡率 T、Td 线性回归 [12] 英格兰、威尔士 1996−1997 流感相关死亡数 T 相关分析 [13] 美国 1972−2002 P&I死亡率 T、RH、AH、SRAD 相关分析、SIRS模型 [14] 美国(359个县) 1973−2002 流感相关死亡率 T、SH 回归分析 [15] 日本(46个县)a 1991−1995、1999−2009 流感病例数 AH、RH 线性回归 [16] 荷兰 1970−2011 ILI病例数(RO) AH 回归分析 [17] 西班牙 2010−2015 ILI%×流感阳性率 Td、RF 广义线性负二项式混合模型 [18] 美国(35个城市) 2002−2005 流感相关住院数 T、Td、SRAD 贝叶斯分层模型 [19] 中国葫芦岛市 2012−2015 ILI病例数 T、RH Spearman秩相关、
GAM[20] 德国柏林、斯洛文尼亚卢布尔雅那、西班牙卡斯蒂利亚-莱昂 2006−2011 b ILI/ARI病例数×
流感阳性率T、SH、RF、SRAD GAM [21] 亚热带地区 日本冲绳 2007−2014 流感阳性率 T、RH Spearman秩相关 [22] 日本东京 1987−1997 流感病例数 T、RH 逐步回归 [23] 中国苏州 2000−2011 流感相关住院率 T、RH、RF、H、WV Spearman秩相关、
偏相关[24] 印度勒克瑙 2010−2012 流感阳性率 T、RH、Td、RF、WV、P Logistic回归 [25] 新西兰奥克兰 1980−2009 P&I死亡率 T、Td 线性回归 [26] 中国江苏 2013−2016 ILI病例数×
流感阳性率T DLNM [27] 中国台湾 1999−2006 流感发病率 T、RH Poisson回归模型 [28] 以色列(6个地区) 2006−2011 ILI/ARI病例数×
流感阳性率T、SH、RF、SRAD GAM [21] 热带地区 乌干达恩德培 2007−2015 流感阳性率 T、RH、AH、RF Logistic回归 [29] 法属圭亚那 2006−2010 ILI病例数 SH、RF 动态回归 [30] 肯尼亚 2007−2013 流感活动开始周、
流感病例数T、SH、RF Logistic和负二项式
回归[31] 喀麦隆雅温得 2009−2015 流感阳性率 T、RH、RF 线性回归 [32] 中国香港 1997−2006 流感病例数 T、RH 相关分析 [33] 中国香港 2002−2009 P&I死亡率 T、RH、RF 逐步回归 [34] 印度加尔各答 2007−2008 流感阳性数 T、RH、RF 相关分析 [35] 马达加斯加塔那那利佛 2002−2012 b 流感阳性数 T、RH、RF Spearman秩相关 [36] 萨尔瓦多、危地马拉、
巴拿马2008−2013 b 流感阳性率 T、SH、RF Logistic回归 [37] 哥斯达黎加、洪都拉斯、
尼加拉瓜2008−2013 b 流感阳性率2 T、SH、RF Logistic回归 [38] 新加坡 1990−1994 流感阳性率 RF Spearman秩相关、Box-Jenkins回归-ARIMA [39] 越南 1993−2010 ILI AH 回归树分析 [40] 注:T:气温(℃);RH:相对湿度(%);AH:绝对湿度(g/m3);SH:比湿度(g/kg);Td:露点温度(℃);RF:降雨量(mm);WV:风速(m/s);P:大气压(hpa);SRAD:太阳辐射(W/m3);H:日照时间(h)ILI:流感样病例;P&I:肺炎及流感;DLNM:分布滞后非线性模型;ARIMA:自回归综合移动平均线;GAM:广义相加模型;SIRS模型:由S(易感染者)、I(感染者)和R(恢复者)组成,并假设恢复者一定时间(渐渐失去免疫力)后又变为易感染者。a该文献研究地区不包括亚热带地区的冲绳县;b该文献不包括2009年流感大流行时期 -