Do air pollution and neighborhood greenness exposures improve the predicted cardiovascular risk?

Environment International

Volumn 107, Issue , 2017, Pages 147-153

  Yitshak Sade, Maayan ^a,c   Kloog, Itai ^b   Novack, Victor ^c  

^a HARVARD SCHOOL OF PUBLIC HEALTH   (United States)

^b BEN GURION UNIVERSITY OF THE NEGEV   (Israel)

^c BEN GURION UNIVERSITY OF THE NEGEV   (Israel)

Author keywords

Air pollution; Cardiovascular risk; Myocardial infarction; Neighborhood greenness; Stroke

Indexed keywords

AIR POLLUTION; BLOOD PRESSURE; CARDIOLOGY; FORECASTING; HEALTH RISKS; LOGISTIC REGRESSION; PARTICLES (PARTICULATE MATTER); SMOKE;

CARDIO-VASCULAR RISK FACTORS; CARDIOVASCULAR RISK; MYOCARDIAL INFARCTION; NEIGHBORHOOD GREENNESS; NORMALIZED DIFFERENCE VEGETATION INDEX; PREDICTION PERFORMANCE; RETROSPECTIVE ANALYSIS; STROKE;

RISK ASSESSMENT;

ATMOSPHERIC POLLUTION; CARDIOVASCULAR DISEASE; GREENSPACE; HEALTH RISK; NEIGHBORHOOD; PARTICULATE MATTER; PREDICTION; RISK FACTOR; STROKE;

AGE; AGED; AIR POLLUTION; ARTICLE; BLOOD PRESSURE; CALIBRATION; CARDIOVASCULAR RISK; CEREBROVASCULAR ACCIDENT; COMORBIDITY; DIABETES MELLITUS; DYSLIPIDEMIA; ENVIRONMENT; ENVIRONMENTAL EXPOSURE; FEMALE; HEART INFARCTION; HUMAN; HYPERTENSION; LONG TERM EXPOSURE; MAJOR CLINICAL STUDY; MALE; NEIGHBORHOOD GREENNESS; PARTICULATE MATTER; PREDICTION; PRIORITY JOURNAL; RETROSPECTIVE STUDY; SEX DIFFERENCE; SMOKING; AIR POLLUTANT; ANALYSIS; CARDIOVASCULAR DISEASE; DEMOGRAPHY; ISRAEL; MIDDLE AGED; RISK FACTOR; STATISTICAL MODEL; VERY ELDERLY;

ISRAEL;

AGED; AGED, 80 AND OVER; AIR POLLUTANTS; AIR POLLUTION; CARDIOVASCULAR DISEASES; ENVIRONMENT; FEMALE; HUMANS; ISRAEL; LOGISTIC MODELS; MALE; MIDDLE AGED; PARTICULATE MATTER; RESIDENCE CHARACTERISTICS; RETROSPECTIVE STUDIES; RISK FACTORS;

EID: 85025086800     PISSN: 01604120     EISSN: 18736750     Source Type: Journal    
DOI: 10.1016/j.envint.2017.07.011     Document Type: Article

References (57)

1. American Diabetes Association, Diagnosis and classification of diabetes mellitus. Diabetes Care 37:Suppl. 1 (2014), S81–90.
2. Athersuch, T.J., Keun, H.C., Metabolic profiling in human exposome studies. Mutagenesis 30 (2015), 755–762.
3. Baron, R.M., Kenny, D.A., The moderator mediator variable distinction in social psychological research - conceptual, strategic, and statistical considerations. J. Pers. Soc. Psychol. 51 (1986), 1173–1182.
4. Brook, R.D., Franklin, B., Cascio, W., Hong, Y.L., Howard, G., Lipsett, M. et al., Air pollution and cardiovascular disease - a statement for healthcare professionals from the expert panel on population and prevention science of the American heart association. Circulation 109 (2004), 2655–2671.
5. Burgheimer, J., Wilske, B., Maseyk, K., Karnieli, A., Zaady, E., Yakir, D., Kesselmeier, J., Relationships between Normalized Difference Vegetation Index (NDVI) and carbon fluxes of biologic soil crusts assessed by ground measurements. J. Arid Environ. 64 (2006), 651–669.
6. Central Bureau of Statistics, Characterization and ranking of local authorities according to the population's socioeconomic level in 2001. 2001 Available: http://www.cbs.gov.il/hodaot2004/13_04_22.htm.
7. Chuang, K.-J., Yan, Y.-H., Cheng, T.-J., Effect of air pollution on blood pressure, blood lipids, and blood sugar: a population-based approach. Journal of occupational and environmental medicine / American College of Occupational and Environmental Medicine 52 (2010), 258–262.
8. Clougherty, J.E., A growing role for gender analysis in air pollution epidemiology. Environ. Health Perspect. 118 (2010), 167–176.
9. Conroy, R.M., Pyorala, K., Fitzgerald, A.P., Sans, S., Menotti, A., De Backer, G. et al., Estimation of ten-year risk of fatal cardiovascular disease in Europe: the score project. Eur. Heart J. 24 (2003), 987–1003.
10. Coutts, C., Horner, M., Chapin, T., Using geographical information system to model the effects of green space accessibility on mortality in Florida. Geocarto International 25 (2010), 471–484.
11. Dagostino, R.B., Lee, M.L., Belanger, A.J., Cupples, L.A., Anderson, K., Kannel, W.B., Relation of pooled logistic regression to time-dependent cox regression analysis - the Framingham heart study. Stat. Med. 9 (1990), 1501–1515.
12. D'Agostino, R.B., Grundy, S., Sullivan, L.M., Wilson, P., Grp, C.H.D.R.P., Validation of the Framingham coronary heart disease prediction scores - results of a multiple ethnic groups investigation. Jama-Journal of the American Medical Association 286 (2001), 180–187.
13. D'Agostino, R.B., Vasan, R.S., Pencina, M.J., Wolf, P.A., Cobain, M., Massaro, J.M. et al., General cardiovascular risk profile for use in primary care: the Framingham heart study. Circulation, 118, 2008, E86.
14. Ducimetiere, P., Cambien, F., Richard, J.L., Rakotovao, R., Claude, J.R., Coronary heart disease in middle-aged Frenchmen - comparisons between Paris prospective study, 7 countries study, and pooling project. Lancet 1 (1980), 1346–1350.
15. Ganor, E., Osetinsky, I., Stupp, A., Alpert, P., Increasing trend of African dust, over 49 years, in the eastern Mediterranean. J. Geophys. Res.-Atmos., 115, 2010, 7.
16. Goff, D.C., Lloyd-Jones, D.M., Bennett, G., Coady, S., D'Agostino, R.B., Gibbons, R. et al., 2013 acc/aha guideline on the assessment of cardiovascular risk a report of the American college of cardiology/American heart association task force on practice guidelines. J. Am. Coll. Cardiol. 63 (2014), 2935–2959.
17. Goodman, L.A., On the exact variance of products. J. Am. Stat. Assoc. 55 (1960), 708–713.
18. Hippisley-Cox, J., Coupland, C., Vinogradova, Y., Robson, J., May, M., Brindle, P., Derivation and validation of risk, a new cardiovascular disease risk score for the United Kingdom: prospective open cohort study. Br. Med. J. 335 (2007), 136–141.
19. Ho, S.-M., Johnson, A., Tarapore, P., Janakiram, V., Zhang, X., Leung, Y.-K., Environmental epigenetics and its implication on disease risk and health outcomes. ILAR J. 53 (2012), 289–305.
20. Hu, Z., Liebens, J., Rao, K.R., Linking stroke mortality with air pollution, income, and greenness in northwest Florida: an ecological geographical study. Int. J. Health Geogr., 7, 2008.
21. Kloog, I., Sorel-Hamer, M., Lyapustin, A., Coull, B.A., Wang, Y., Just, A.C. et al., Estimating daily pm2.5 and pm10 across the complex geo-climate region of Israel using maiac satellite-based aod data. Atmos. Environ., 2015.
22. Kunzli, N., Kaiser, R., Medina, S., Studnicka, M., Chanel, O., Filliger, P. et al., Public-health impact of outdoor and traffic-related air pollution: a European assessment. Lancet 356 (2000), 795–801.
23. Lachowycz, K., Jones, A.P., Greenspace and obesity: a systematic review of the evidence. Obes. Rev. 12 (2011), e183–e189.
24. Leening, M.J.G., Vedder, M.M., Witteman, J.C.M., Pencina, M.J., Steyerberg, E.W., Net reclassification improvement: computation, interpretation, and controversies. Ann. Intern. Med., 160(122–+) 2014.
25. Maas, J., Verheij, R.A., de Vries, S., Spreeuwenberg, P., Schellevis, F.G., Groenewegen, P.P., Morbidity is related to a green living environment. J. Epidemiol. Community Health 63 (2009), 967–973.
26. Mateen, F.J., Brook, R.D., Air pollution as an emerging global risk factor for stroke. JAMA 305 (2011), 1240–1241.
27. McMichael, A.J., Woodruff, R.E., Hale, S., Climate change and human health: present and future risks (vol 367, pg 859, 2006). Lancet, 368, 2006, 842.
28. Menotti, A., Puddu, P.E., Lanti, M., Comparison of the Framingham risk function-based coronary chart with risk function from an Italian population study. Eur. Heart J. 21 (2000), 365–370.
29. Muller-Riemenschneider, F., Pereira, G., Villanueva, K., Christian, H., Knuiman, M., Giles-Corti, B., Bull, F.C., Neighborhood walkability and cardiometabolic risk factors in australian adults: an observational study. BMC Public Health, 13, 2013, 9.
30. Nielsen, T.S., Hansen, K.B., Do green areas affect health? Results from a Danish survey on the use of green areas and health indicators. Health & Place 13 (2007), 839–850.
31. Pencina, M.J., D'Agostino, R.B. Sr., D'Agostino, R.B. Jr., Vasan, R.S., Comments on ‘integrated discrimination and net reclassification improvements - practical advice’. Stat. Med. 27 (2008), 207–212.
32. Pencina, M.J., D'Agostino, R.B., Vasan, R.S., Evaluating the added predictive ability of a new marker: from area under the roc curve to reclassification and beyond. Stat. Med. 27 (2008), 157–172.
33. Pereira, G., Foster, S., Martin, K., Christian, H., Boruff, B.J., Knuiman, M. et al., The association between neighborhood greenness and cardiovascular disease: an observational study. BMC Public Health, 12, 2012.
34. Peters, A., Dockery, D.W., Muller, J.E., Mittleman, M.A., Increased particulate air pollution and the triggering of myocardial infarction. Circulation 103 (2001), 2810–2815.
35. Rajagopalan, S., Brook, R.D., Air pollution and type 2 diabetes: mechanistic insights. Diabetes 61 (2012), 3037–3045.
36. Richardson, E.A., Mitchell, R., Hartig, T., de Vries, S., Astell-Burt, T., Frumkin, H., Green cities and health: a question of scale?. J. Epidemiol. Community Health 66 (2012), 160–165.
37. Ridker, P.M., Buring, J.E., Rifai, N., Cook, N.R., Development and validation of improved algorithms for the assessment of global cardiovascular risk in women: the Reynolds risk score (vol 297, pg 611, 2007). Jama-Journal of the American Medical Association, 297, 2007, 1433.
38. Samoli, E., Peng, R., Ramsay, T., Pipikou, M., Touloumi, G., Dominici, F., Burnett, R., Cohen, A., Krewski, D., Samet, J., Katsouyanni, K., Acute effects of ambient particulate matter on mortality in Europe and North America: results from the APHENA study. Environ. Health Perspect. 116 (2008), 1480–1486.
39. Satterthwaite, D., The implications of population growth and urbanization for climate change. Environ. Urban. 21 (2009), 545–567.
40. Schmidt, H., Karnieli, A., Remote sensing of the seasonal variability of vegetation in a semi-arid environment. J. Arid Environ. 45 (2000), 43–59.
41. Sobel, M.E., Asymptotic confidence intervals for indirect effects in structural equation models. Sociol. Methodol. 13 (1982), 290–312.
42. Stafoggia, M., Schwartz, J., Forastiere, F., Perucci, C.A., Group, S, Does temperature modify the association between air pollution and mortality? A multicity case-crossover analysis in Italy. Am. J. Epidemiol. 167 (2008), 1476–1485.
43. Stansfeld, S.A., Matheson, M.P., Noise pollution: non-auditory effects on health. Br. Med. Bull. 68 (2003), 243–257.
44. Sugiyama, T., Leslie, E., Giles-Corti, B., Owen, N., Associations of neighbourhood greenness with physical and mental health: do walking, social coherence and local social interaction explain the relationships?. J. Epidemiol. Community Health, 62, 2008.
45. The landsat-8 satellite, Available: http://earthexplorer.usgs.gov [accessed March 1 2016].
46. Vandasova, Z., Vencalek, O., Puklova, V., Specific and combined subjective responses to noise and their association with cardiovascular diseases. Noise & Health 18 (2016), 338–346.
47. Vodonos, A., Friger, M., Katra, I., Krasnov, H., Zahger, D., Schwartz, J. et al., Individual effect modifiers of dust exposure effect on cardiovascular morbidity. PLoS One, 10, 2015.
48. de Vries, S., Verheij, R.A., Groenewegen, P.P., Spreeuwenberg, P., Natural environments - healthy environments? An exploratory analysis of the relationship between greenspace and health. Environ. Plan. A 35 (2003), 1717–1731.
49. Warburton, D.E.R., Nicol, C.W., Bredin, S.S.D., Health benefits of physical activity: the evidence. Can. Med. Assoc. J. 174 (2006), 801–809.
50. Wild, C.P., The exposome: from concept to utility. Int. J. Epidemiol. 41 (2012), 24–32.
51. Wilson, P.W.F., D'Agostino, R.B., Levy, D., Belanger, A.M., Silbershatz, H., Kannel, W.B., Prediction of coronary heart disease using risk factor categories. Circulation 97 (1998), 1837–1847.
52. Yitshak Sade, M., Vodonos, A., Novack, V., Friger, M., Amit, G., Katra, I. et al., Can air pollution trigger an onset of atrial fibrillation: A population-based study. Air Qual. Atmos. Health, 2014, 1–8.
53. Yitshak Sade, M., Kloog, I., Liberty, I.F., Katra, I., Novack, L., Novack, V., Air pollution and serum glucose levels: a population-based study. Medicine, 94, 2015, e1093.
54. Yitshak Sade, M., Novack, V., Ifergane, G., Horev, A., Kloog, I., Air pollution and ischemic stroke among young adults. Stroke 46 (2015), 3348–3353.
55. Yitshak Sade, M., Kloog, I., Liberty, I., Schwartz, J., Novack, V., The association between air pollution exposure and glucose and lipids levels. The Journal of Clinical Endocrinology & Metabolism. 101:6 (2016), 2460–2467.
56. Younger, M., Morrow-Almeida, H.R., Vindigni, S.M., Dannenberg, A.L., The built environment, climate change, and health opportunities for co-benefits. Am. J. Prev. Med. 35 (2008), 517–526.
57. Zanobetti, A., Schwartz, J., Cardiovascular damage by airborne particles: are diabetics more susceptible?. Epidemiology 13 (2002), 588–592.