. Data, Health Status, Infant Mortality Rates Available online: https://data.oecd.org/healthstat/ infant-mortality-rates.htm (accessed on 20, 2016.

R. E. Behrman, A. S. Butler, and . Eds, Preterm Birth: Causes, Consequences, and Prevention The National Academies Collection: Reports Funded by National Institutes of Health Available online, Institute of Medicine (US) Committee on Understanding Premature Birth and Assuring Healthy Outcomes, 2007.

J. E. Lawn, M. G. Gravett, T. M. Nunes, C. E. Rubens, C. Stanton et al., GAPPS Review Group Global report on preterm birth and stillbirth (1 of 7): Definitions, description of the burden and opportunities to improve data Recent Demographic developments in France: Relatively low mortality at advanced ages, BMC Pregnancy Childbirth Population, vol.67, 2010.

C. Borrell, E. Cirera, M. Ricart, M. I. Pasarín, and J. Salvador, Social inequalities in perinatal mortality in a Southern European city, European Journal of Epidemiology, vol.18, issue.1, pp.5-13, 2003.
DOI : 10.1023/A:1022524914396

C. Agyemang, T. G. Vrijkotte, M. Droomers, M. F. Van-der-wal, G. J. Bonsel et al., The effect of neighbourhood income and deprivation on pregnancy outcomes in Amsterdam, The Netherlands, Journal of Epidemiology & Community Health, vol.63, issue.9
DOI : 10.1136/jech.2008.080408

URL : https://hal.archives-ouvertes.fr/hal-00477869

S. Calling, X. Li, J. Sundquist, and K. Sundquist, Socioeconomic inequalities and infant mortality of 46???470 preterm infants born in Sweden between 1992 and 2006, Paediatric and Perinatal Epidemiology, vol.33, issue.2, pp.357-365, 1992.
DOI : 10.1002/(SICI)1097-0274(199801)33:1<33::AID-AJIM5>3.0.CO;2-X

S. C. Grady, Racial disparities in low birthweight and the contribution of residential segregation: A multilevel analysis, Social Science & Medicine, vol.63, issue.12, pp.3013-3029, 2006.
DOI : 10.1016/j.socscimed.2006.08.017

S. C. Grady and H. Enander, Geographic analysis of low birthweight and infant mortality in Michigan using automated zoning methodology, International Journal of Health Geographics, vol.8, issue.1, p.10, 2009.
DOI : 10.1186/1476-072X-8-10

S. Tsai, C. Chen, H. Hsieh, C. Chang, and C. Yang, Air Pollution and Postneonatal Mortality in a Tropical City: Kaohsiung, Taiwan, Inhalation Toxicology, vol.108, issue.3, pp.185-189, 2006.
DOI : 10.1289/ehp.00108419

B. Ritz, M. Wilhelm, and Y. Zhao, Air Pollution and Infant Death in Southern California, 1989-2000, PEDIATRICS, vol.118, issue.2, pp.493-502, 1989.
DOI : 10.1542/peds.2006-0027

S. Hajat, B. Armstrong, P. Wilkinson, A. Busby, and H. Dolk, Outdoor air pollution and infant mortality: analysis of daily time-series data in 10 English cities, Journal of Epidemiology & Community Health, vol.61, issue.8, pp.719-722, 2007.
DOI : 10.1136/jech.2006.053942

T. J. Woodruff, L. A. Darrow, and J. D. Parker, Air Pollution and Postneonatal Infant Mortality in the United States, 1999???2002, Environmental Health Perspectives, vol.116, issue.1, pp.110-115, 1999.
DOI : 10.1289/ehp.10370

M. Vrijheid, M. Casas, A. Bergstrom, A. Carmichael, S. Cordier et al., European Birth Cohorts for Environmental Health Research, Environmental Health Perspectives, vol.120, issue.1, pp.29-37, 2012.
DOI : 10.1289/ehp.1103823

URL : https://hal.archives-ouvertes.fr/hal-00875997

E. D. Root, R. E. Meyer, and M. E. Emch, Evidence of localized clustering of gastroschisis births in North Carolina, 1999???2004, Social Science & Medicine, vol.68, issue.8, pp.1361-1367, 1999.
DOI : 10.1016/j.socscimed.2009.01.034

C. M. Padilla, S. Deguen, B. Lalloue, O. Blanchard, C. Beaugard et al., Cluster analysis of social and environment inequalities of infant mortality. A spatial study in small areas revealed by local disease mapping in France, Science of The Total Environment, vol.454, issue.455, pp.454-455
DOI : 10.1016/j.scitotenv.2013.03.027

URL : https://hal.archives-ouvertes.fr/inserm-00838330

W. Kihal-talantikite, C. M. Padilla, B. Lalloue, C. Rougier, J. Defrance et al., An exploratory spatial analysis to assess the relationship between deprivation, noise and infant mortality: an ecological study, Environmental Health, vol.454, issue.455, p.12, 2013.
DOI : 10.1146/annurev.publhealth.18.1.341

URL : https://hal.archives-ouvertes.fr/inserm-00924503

G. Meng, G. B. Hall, M. E. Thompson, and P. Seliske, Spatial and environmental impacts on adverse birth outcomes in Ontario, The Canadian Geographer / Le G??ographe canadien, vol.60, issue.4, pp.154-172, 2013.
DOI : 10.1111/j.0006-341X.2004.00232.x

P. Congdon and H. Southall, Small area variations in infant mortality in England and Wales in the inter-war period and their link with socio-economic factors, Health & Place, vol.10, issue.4, pp.363-382, 2004.
DOI : 10.1016/j.healthplace.2003.05.001

A. Arntzen, S. O. Samuelsen, L. S. Bakketeig, and C. Stoltenberg, Socioeconomic status and risk of infant death. A population-based study of trends in Norway, 1967-1998, International Journal of Epidemiology, vol.33, issue.2, pp.279-288, 1967.
DOI : 10.1093/ije/dyh054

A. Arntzen, L. Mortensen, O. Schnor, S. Cnattingius, M. Gissler et al., Neonatal and postneonatal mortality by maternal education???a population-based study of trends in the Nordic countries, 1981???2000, European Journal of Public Health, vol.35, issue.3, pp.245-251, 1981.
DOI : 10.1093/ije/dyl047

G. K. Singh and M. D. Kogan, Persistent Socioeconomic Disparities in Infant, Neonatal, and Postneonatal Mortality Rates in the United States, 1969-2001, PEDIATRICS, vol.119, issue.4, pp.928-939, 1969.
DOI : 10.1542/peds.2005-2181

U. Sovio and A. Dibden, Social Determinants of Infant Mortality in a Historical Swedish Cohort, Paediatric and Perinatal Epidemiology, vol.315, issue.5, pp.408-420
DOI : 10.1136/bmj.315.7112.886a

C. M. Padilla, W. Kihal-talantikite, V. M. Vieira, P. Rossello, G. Le-nir et al., Air quality and social deprivation in four French metropolitan areas???A localized spatio-temporal environmental inequality analysis, Environmental Research, vol.134, pp.315-324, 2014.
DOI : 10.1016/j.envres.2014.07.017

URL : https://hal.archives-ouvertes.fr/hal-01063900

I. Découpage-infracommunal-en and I. , Available online, 2016.

B. Lalloué, J. Monnez, C. Padilla, W. Kihal, and N. Le-meur, Zmirou-Navier, D.; Deguen, S. A statistical procedure to create a neighborhood socioeconomic index for health inequalities analysis, Int. J. Equity Health, p.12, 2013.

C. Mchugh, D. Carruthers, H. Edmunds, and . Adms-urban, An air quality management system for traffic, domestic and industrial pollution, Int. J. Environ. Pollut, vol.8, pp.437-440, 1997.

D. J. Carruthers, H. A. Edmunds, A. E. Lester, C. A. Mchugh, and R. J. Singles, Use and validation of ADMS-Urban in contrasting urban and industrial locations, International Journal of Environment and Pollution, vol.14, issue.1/2/3/4/5/6, pp.364-374, 2000.
DOI : 10.1504/IJEP.2000.000558

L. Soulhac, P. Salizzoni, F. Cierco, and R. Perkins, The model SIRANE for atmospheric urban pollutant dispersion; part I, presentation of the model, Atmospheric Environment, vol.45, issue.39, pp.7379-7395, 2011.
DOI : 10.1016/j.atmosenv.2011.07.008

URL : https://hal.archives-ouvertes.fr/hal-00691092

L. Soulhac, P. Salizzoni, P. Mejean, D. Didier, and I. Rios, The model SIRANE for atmospheric urban pollutant dispersion; PART II, validation of the model on a real case study, Atmospheric Environment, vol.49, pp.320-337, 2012.
DOI : 10.1016/j.atmosenv.2011.11.031

URL : https://hal.archives-ouvertes.fr/hal-00780136

B. Chaix, S. Gustafsson, M. Jerrett, H. Kristersson, T. Lithman et al., Children's exposure to nitrogen dioxide in Sweden: investigating environmental injustice in an egalitarian country, Journal of Epidemiology & Community Health, vol.60, issue.3, pp.234-241, 2006.
DOI : 10.1136/jech.2005.038190

J. D. Yanosky, J. Schwartz, and H. H. Suh, Associations Between Measures of Socioeconomic Position and Chronic Nitrogen Dioxide Exposure in Worcester, Massachusetts, Journal of Toxicology and Environmental Health, Part A, vol.9, issue.24, pp.1593-1602, 2008.
DOI : 10.1016/j.atmosenv.2008.01.044

D. L. Crouse, N. A. Ross, and M. S. Goldberg, Double burden of deprivation and high concentrations of ambient air pollution at the neighbourhood scale in Montreal, Canada, Social Science & Medicine, vol.69, issue.6, pp.971-981, 2009.
DOI : 10.1016/j.socscimed.2009.07.010

B. Ritz and M. Wilhelm, Ambient Air Pollution and Adverse Birth Outcomes: Methodologic Issues in an Emerging Field, Basic & Clinical Pharmacology & Toxicology, vol.16, issue.Suppl 3, pp.182-190, 2008.
DOI : 10.1289/ehp.110-a440

M. Brauer, C. Lencar, L. Tamburic, M. Koehoorn, P. Demers et al., A Cohort Study of Traffic-Related Air Pollution Impacts on Birth Outcomes, Environmental Health Perspectives, vol.116, issue.5, pp.680-686, 2008.
DOI : 10.1289/ehp.10952

L. A. Darrow, M. Klein, W. D. Flanders, L. A. Waller, A. Correa et al., Ambient Air Pollution and Preterm Birth, Epidemiology, vol.20, issue.5, pp.689-698, 2009.
DOI : 10.1097/EDE.0b013e3181a7128f

URL : http://pdfs.journals.lww.com/epidem/2009/09000/Ambient_Air_Pollution_and_Preterm_Birth__A.14.pdf?token=method|ExpireAbsolute;source|Journals;ttl|1506027868087;payload|mY8D3u1TCCsNvP5E421JYK6N6XICDamxByyYpaNzk7FKjTaa1Yz22MivkHZqjGP4kdS2v0J76WGAnHACH69s21Csk0OpQi3YbjEMdSoz2UhVybFqQxA7lKwSUlA502zQZr96TQRwhVlocEp/sJ586aVbcBFlltKNKo+tbuMfL73hiPqJliudqs17cHeLcLbV/CqjlP3IO0jGHlHQtJWcICDdAyGJMnpi6RlbEJaRheGeh5z5uvqz3FLHgPKVXJzdQb0MN3n/totNldznDrWxX94Wbg1XOkaHVZoPkU2fcFw=;hash|XdbjYET2Jlzl8pjBfi+H5Q==

P. S. Shah and T. Balkhair, Air pollution and birth outcomes: A systematic review, Environment International, vol.37, issue.2, pp.498-516, 2011.
DOI : 10.1016/j.envint.2010.10.009

D. M. Stieb, L. Chen, M. Eshoul, and S. Judek, Ambient air pollution, birth weight and preterm birth: A systematic review and meta-analysis, Environmental Research, vol.117, pp.100-111, 2012.
DOI : 10.1016/j.envres.2012.05.007

L. Maroziene and R. Grazuleviciene, Maternal exposure to low-level air pollution and pregnancy outcomes: a population-based study, Environmental Health, vol.7, issue.suppl 3, 2002.
DOI : 10.1097/00001648-199605000-00009

V. Vieira, T. Webster, and J. Weinberg, Spatial-temporal analysis of breast cancer in upper Cape Cod, Massachusetts, International Journal of Health Geographics, vol.7, issue.1, p.46, 2008.
DOI : 10.1186/1476-072X-7-46

T. Webster, K. Hoffman, J. Weinberg, V. Vieira, and A. Aschengrau, Community- and Individual-Level Socioeconomic Status and Breast Cancer Risk: Multilevel Modeling on Cape Cod, Massachusetts, Environmental Health Perspectives, vol.116, issue.8, pp.1125-1129, 2008.
DOI : 10.1289/ehp.10818

V. Vieira, T. Webster, J. Weinberg, and A. Aschengrau, Spatial analysis of bladder, kidney, and pancreatic cancer on upper Cape Cod: an application of generalized additive models to case-control data, Environmental Health, vol.50, issue.17???18, 2009.
DOI : 10.1016/S0277-9536(99)00360-3

C. R. Kiffer, E. C. Camargo, S. E. Shimakura, P. J. Ribeiro, . Jr et al., A spatial approach for the epidemiology of antibiotic use and resistance in community-based studies: the emergence of urban clusters of Escherichia coli quinolone resistance in Sao Paulo, Brasil, International Journal of Health Geographics, vol.10, issue.1, p.17, 2011.
DOI : 10.1097/QCO.0b013e32832d52e0

S. N. Wood, Generalized Additive Models: An Introduction with R; Chapman and Hall, 2006.

S. N. Wood, Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models, Journal of the American Statistical Association, vol.99, issue.467, pp.673-686, 2004.
DOI : 10.1198/016214504000000980

T. Hastie and R. Tibshirani, Generalized Additive Models, 1990.

J. Kelsall and J. Wakefield, Modeling Spatial Variation in Disease Risk, Journal of the American Statistical Association, vol.97, issue.459, pp.692-701, 2002.
DOI : 10.1198/016214502388618438

V. Vieira, T. Webster, J. Weinberg, A. Aschengrau, and D. Ozonoff, Spatial analysis of lung, colorectal, and breast cancer on Cape Cod: An application of generalized additive models to case-control data, Environmental Health, vol.11, issue.5, p.11, 2005.
DOI : 10.1198/106186002317375596

T. Webster, V. Vieira, J. Weinberg, and A. Aschengrau, Method for mapping population-based case-control studies: An application using generalized additive models, International Journal of Health Geographics, vol.5, issue.1, p.26, 2006.
DOI : 10.1186/1476-072X-5-26

V. Vieira, T. Webster, A. Aschengrau, and D. Ozonoff, A method for spatial analysis of risk in a population-based case-control study, International Journal of Hygiene and Environmental Health, vol.205, issue.1-2, pp.115-120, 2002.
DOI : 10.1078/1438-4639-00136

R. Young, J. Weinberg, V. Vieira, A. Aschengrau, and T. Webster, A multilevel non-hierarchical study of birth weight and socioeconomic status, International Journal of Health Geographics, vol.9, issue.1, p.36, 2010.
DOI : 10.1186/1476-072X-9-36

S. V. Glinianaia, R. Ghosh, J. Rankin, M. S. Pearce, and L. Parker, No improvement in socioeconomic inequalities in birthweight and preterm birth over four decades: a population-based cohort study, BMC Public Health, vol.27, issue.1, p.345, 2013.
DOI : 10.1093/pubmed/fdh193

L. K. Smith, B. N. Manktelow, E. S. Draper, A. Springett, and D. J. Field, Nature of socioeconomic inequalities in neonatal mortality: population based study, BMJ, vol.341, issue.dec02 1, 2010.
DOI : 10.1136/bmj.c6654

O. Neill, M. S. Jerrett, M. Kawachi, I. Levy, J. I. Cohen et al., Health, Wealth, and Air Pollution: Advancing Theory and Methods, Environmental Health Perspectives, vol.111, issue.16, pp.1861-1870, 2003.
DOI : 10.1289/ehp.6334

N. A. Ponce, K. J. Hoggatt, M. Wilhelm, and B. Ritz, Preterm Birth: The Interaction of Traffic-related Air Pollution with Economic Hardship in Los Angeles Neighborhoods, American Journal of Epidemiology, vol.162, issue.2, pp.140-148, 2005.
DOI : 10.1093/acprof:oso/9780195138382.003.0005

L. Carbajal-arroyo, V. Miranda-soberanis, M. Medina-ramón, L. Rojas-bracho, G. Tzintzun et al., Effect of PM10 and O3 on infant mortality among residents in the Mexico City Metropolitan Area: a case-crossover analysis, 1997-2005, Journal of Epidemiology & Community Health, vol.65, issue.8, pp.715-721, 1997.
DOI : 10.1136/jech.2009.101212

T. Jørgensen, L. H. Mortensen, and A. N. Andersen, Social inequality in fetal and perinatal mortality in the Nordic countries, Scandinavian Journal of Public Health, vol.1, issue.33, pp.635-649, 2008.
DOI : 10.1093/ije/26.1.224

M. L. Bell, K. Ebisu, and K. Belanger, Ambient Air Pollution and Low Birth Weight in Connecticut and Massachusetts, Environmental Health Perspectives, vol.115, issue.7, pp.1118-1124, 2007.
DOI : 10.1289/ehp.9759

M. L. Miranda, P. Maxson, and S. Edwards, Environmental Contributions to Disparities in Pregnancy Outcomes, Epidemiologic Reviews, vol.128, issue.2, pp.67-83, 2009.
DOI : 10.1037/0033-2909.128.2.230

I. Annesi-maesano and J. Heinrich, Maternal personal exposure to airborne benzene and intrauterine growth, Environ. Health Perspect, vol.117, pp.1313-1321, 2009.
URL : https://hal.archives-ouvertes.fr/inserm-00410224

R. L. Weck, T. Paulose, and J. A. Flaws, Impact of Environmental Factors and Poverty on Pregnancy Outcomes, Clinical Obstetrics and Gynecology, vol.51, issue.2, pp.349-359, 2008.
DOI : 10.1097/GRF.0b013e31816f276e

K. J. Hoggatt, S. Kannan, and F. Hurley, Meeting report: Atmospheric pollution and human reproduction, Environ. Health Perspect, vol.116, pp.791-798, 2008.
URL : https://hal.archives-ouvertes.fr/inserm-00267727

A. C. Breeze, Infectious diseases of the fetus and newborn infant, Arch. Dis. Child. Fetal Neonatal Ed, pp.92-156, 2007.

D. Nkoghe, C. Padilla, P. Becquart, N. Wauquier, G. Moussavou et al., Risk Factors for Zaireebolavirus???Specific IgG in Rural Gabonese Populations, The Journal of Infectious Diseases, vol.9, issue.suppl_3, pp.768-775, 2011.
DOI : 10.1089/vbz.2008.0167

C. G. Green, D. O. Krause, and J. L. Wylie, Spatial analysis of campylobacter infection in the Canadian province of Manitoba, Int. J. Health Geogr, vol.5, issue.2, 2006.

V. R. Louis, R. Phalkey, O. Horstick, and P. Ratanawong, Modeling tools for dengue risk mapping - a systematic review, International Journal of Health Geographics, vol.13, issue.1, p.50, 2014.
DOI : 10.1186/1471-2334-14-167

J. Weisent, B. Rohrbach, J. R. Dunn, and A. Odoi, Socioeconomic determinants of geographic disparities in campylobacteriosis risk: a comparison of global and local modeling approaches, International Journal of Health Geographics, vol.11, issue.1, p.45
DOI : 10.3390/ijerph7041302

A. S. Almeida and G. L. Werneck, Prediction of high-risk areas for visceral leishmaniasis using socioeconomic indicators and remote sensing data, International Journal of Health Geographics, vol.13, issue.1, p.13, 2014.
DOI : 10.1017/S0950268806006881

R. Carter, K. N. Mendis, and D. Roberts, Spatial targeting of interventions against malaria, Bull. World Health Organ, vol.78, pp.1401-1411, 2000.

K. S. Kuehl and C. A. Loffredo, A Cluster of Hypoplastic Left Heart Malformation in Baltimore, Maryland, Pediatric Cardiology, vol.55, issue.1, pp.25-31, 2006.
DOI : 10.1002/(SICI)1096-9926(199702)55:2<145::AID-TERA5>3.0.CO;2-2

V. M. Vieira, J. M. Weinberg, and T. Webster, Individual-level space-time analyses of emergency department data using generalized additive modeling, BMC Public Health, vol.4, issue.4, p.687, 2012.
DOI : 10.1186/1476-069X-4-4

S. Cockings and D. Martin, Zone design for environment and health studies using pre-aggregated data, Social Science & Medicine, vol.60, issue.12, pp.2729-2742, 2005.
DOI : 10.1016/j.socscimed.2004.11.005

R. Haynes, K. Daras, R. Reading, and A. Jones, Modifiable neighbourhood units, zone design and residents' perceptions. Health Place, pp.812-825, 2007.
DOI : 10.1016/j.healthplace.2007.01.002

R. Flowerdew, D. J. Manley, and C. E. Sabel, Neighbourhood effects on health: Does it matter where you draw the boundaries?, Social Science & Medicine, vol.66, issue.6, pp.1241-1255, 2008.
DOI : 10.1016/j.socscimed.2007.11.042

M. Jerrett, S. Gale, and C. Kontgis, Spatial Modeling in Environmental and Public Health Research, International Journal of Environmental Research and Public Health, vol.13, issue.4, pp.1302-1329, 2010.
DOI : 10.1016/j.healthplace.2005.09.012

S. Nkansah-amankra, K. J. Luchok, J. R. Hussey, K. Watkins, and X. Liu, Effects of Maternal Stress on Low Birth Weight and Preterm Birth Outcomes Across Neighborhoods of South Carolina, 2000???2003, Maternal and Child Health Journal, vol.14, issue.1, pp.215-226, 2000.
DOI : 10.1097/01.AOG.0000250535.97920.b5

D. Graaf, J. P. Steegers, E. A. Bonsel, and G. J. , Inequalities in perinatal and maternal health, Current Opinion in Obstetrics and Gynecology, vol.25, issue.2, pp.98-108, 2013.
DOI : 10.1097/GCO.0b013e32835ec9b0

J. Patra, R. Bakker, H. Irving, V. W. Jaddoe, S. Malini et al., Dose-response relationship between alcohol consumption before and during pregnancy and the risks of low birthweight, preterm birth and small for gestational age (SGA)-a systematic review and meta-analyses, BJOG: An International Journal of Obstetrics & Gynaecology, vol.12, issue.12, pp.1411-1421, 2011.
DOI : 10.1016/S0899-3289(01)00052-9

O. Leary, C. M. Nassar, N. Kurinczuk, J. J. Bower, and C. , The effect of maternal alcohol consumption on fetal growth and preterm birth, BJOG Int. J. Obstet. Gynaecol, vol.116, pp.390-400, 2009.

K. Northstone, P. Emmett, and I. Rogers, Dietary patterns in pregnancy and associations with socio-demographic and lifestyle factors, European Journal of Clinical Nutrition, vol.10, issue.4, pp.471-479, 2008.
DOI : 10.1177/026010609501000203