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Neighborhood Deprivation is Associated with Increased Risk of Prenatal Smoke Exposure

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Abstract

Despite years of advisories against the behavior, smoking among pregnant women remains a persistent public health issue in the USA. Recent estimates suggest that 9.4% of women smoke before pregnancy and 7.1% during pregnancy in the USA. Epidemiological research has attempted to pinpoint individual-level and neighborhood-level factors for smoking during pregnancy, including educational attainment, employment status, housing conditions, poverty, and racial demographics. However, most of these studies have relied upon self-reported measures of smoking, which are subject to reporting bias. To more accurately and objectively assess smoke exposure in mothers during pregnancy, we used Bayesian index models to estimate a neighborhood deprivation index (NDI) for block groups in Durham County, North Carolina, and its association with cotinine, a marker of smoke exposure, in pregnant mothers (n = 887 enrolled 2005–2011). Results showed a significant positive association between NDI and log cotinine (beta = 0.20, 95% credible interval = [0.11, 0.29]) after adjusting for individual covariates (e.g., race/ethnicity and education). The two most important variables in the NDI according to the estimated index weights were percent females without a high school degree and percent Black population. At the individual level, Hispanic and other race/ethnicity were associated with lowered cotinine compared with non-Hispanic Whites. Higher education levels were also associated with lowered cotinine. In summary, our findings provide stronger evidence that the socio-geographic variables of educational attainment and neighborhood racial composition are important factors for smoking and secondhand smoke exposure during pregnancy and can be used to target intervention efforts.

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References

  • Adams, E. K., Markowitz, S., Kannan, V., Dietz, P. M., Tong, V. T., & Malarcher, A. M. (2012). Reducing prenatal smoking: The role of state policies. American Journal of Preventive Medicine, 43, 34–40.

    Article  Google Scholar 

  • Averett, S., & Wang, Y. (2013). The effects of earned income tax credit payment expansion on maternal smoking. Health Economics, 22, 1344–1359. https://doi.org/10.1002/hec.2886

    Article  PubMed  Google Scholar 

  • Bailey, B. A. (2006). Factors predicting pregnancy smoking in Southern Appalachia. American Journal of Health Behavior, 30, 413–421.

    Article  Google Scholar 

  • Benowitz, N. L., Bernert, J. T., Caraballo, R. S., Holiday, D. B., & Wang, J. (2009). Optimal serum cotinine levels for distinguishing cigarette smokers and nonsmokers within different racial/ethnic groups in the United States between 1999 and 2004. American Journal of Epidemiology, 169, 236–248. https://doi.org/10.1093/aje/kwn301

    Article  PubMed  Google Scholar 

  • Bernert, J. T., Jacob, P., Holiday, D. B., Benowitz, N. L., Sosnoff, C. S., Doig, M. V., Feyerabend, C., Aldous, K. M., Sharifi, M., Kellogg, M. D., & Langman, L. J. (2009). Interlaboratory comparability of serum cotinine measurements at smoker and nonsmoker concentration levels: A round-robin study. Nicotine & Tobacco Research, 11, 1458–1466. https://doi.org/10.1093/ntr/ntp161

    Article  CAS  Google Scholar 

  • Bronfenbrenner, U. (1992). Ecological systems theory. In Six theories of child development: Revised formulations and current issues. (pp. 187–249). Jessica Kingsley Publishers.

  • BullCity150. (2018). Bull City 150. bullcity150.org

  • Colman, G. J., & Joyce, T. (2003). Trends in smoking before, during, and after pregnancy in ten states. American Journal of Preventive Medicine, 24, 29–35.

    Article  Google Scholar 

  • Cowan, B., & Tefft, N. (2012). Education, maternal smoking, and the earned income tax credit. The B.E. Journal of Economic Analysis & Policy, 12(1). https://doi.org/10.1515/1935-1682.3305

  • Crume, T. (2019). Tobacco use during pregnancy. Clinical Obstetrics and Gynecology, 62, 128–141. https://doi.org/10.1097/GRF.0000000000000413

    Article  PubMed  Google Scholar 

  • Dempsey, D. A., Meyers, M. J., Oh, S. S., Nguyen, E. A., Fuentes-Afflick, E., Wu, A. H. B., Jacob III, P., & Benowitz, N. L. (2012). Determination of tobacco smoke exposure by plasma cotinine levels in infants and children attending urban public hospital clinics. Archives of Pediatrics & Adolescent Medicine, 166(9). https://doi.org/10.1001/archpediatrics.2012.170

  • Dietz, P. M., Homa, D., England, L. J., Burley, K., Tong, V. T., Dube, S. R., & Bernert, J. T. (2011). Estimates of nondisclosure of cigarette smoking among pregnant and nonpregnant women of reproductive age in the United States. American Journal of Epidemiology, 173, 355–359. https://doi.org/10.1093/aje/kwq381

    Article  PubMed  Google Scholar 

  • Do, E. K., Green, T. L., Prom-Wormley, E. C., & Fuemmeler, B. F. (2018). Social determinants of smoke exposure during pregnancy: Findings from waves 1 & 2 of the Population Assessment of Tobacco and Health (PATH) Study. Preventive Medicine Reports, 12, 312–320. https://doi.org/10.1016/j.pmedr.2018.10.020

  • Florescu, A., Ferrence, R., Einarson, T., Selby, P., Soldin, O., & Koren, G. (2009). Methods for quantification of exposure to cigarette smoking and environmental tobacco smoke: Focus on developmental toxicology. Therapeutic Drug Monitoring, 31, 14–30. https://doi.org/10.1097/FTD.0b013e3181957a3b

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fuemmeler, B. F., Dozmorov, M. G., Do, E. K., Zhang, J., Grenier, C., Huang, Z., Maguire, R. L., Kollins, S. H., Hoyo, C., & Murphy, S. K. (2020). DNA methylation in babies born to non-smoking mothers exposed to secondhand smoke during pregnancy: An epigenome-wide association study.

  • Galiatsatos, P., Brigham, E., Krasnoff, R., Rice, J., Van Wyck, L., Sherry, M., Rand, C. S., Hansel, N. N., & McCormack, M. C. (2020). Association between neighborhood socioeconomic status, tobacco store density and smoking status in pregnant women in an urban area. Preventive Medicine, 136, 106107.

  • Geweke, J. F. (1991). Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments.

  • Grant, L. P., Gennings, C., Wickham, E. P., Chapman, D., Sun, S., & Wheeler, D. C. (2018). Modeling pediatric body mass index and neighborhood environment at different spatial scales. In International Journal of Environmental Research and Public Health (Vol. 15, Issue 3). https://doi.org/10.3390/ijerph15030473

  • Higgins, S. T., Bernstein, I. M., Washio, Y., Heil, S. H., Badger, G. J., Skelly, J. M., Higgins, T. M., & Solomon, L. J. (2010). Effects of smoking cessation with voucher-based contingency management on birth outcomes. Addiction (abingdon, England), 105, 2023–2030. https://doi.org/10.1111/j.1360-0443.2010.03073.x

    Article  Google Scholar 

  • Houston-Ludlam, A. N., Waldron, M., Lian, M., Cahill, A. G., McCutcheon, V. V, Madden, P. A. F., Bucholz, K. K., & Heath, A. C. (2020). Marital status, partner acknowledgment of paternity, and neighborhood influences on smoking during first pregnancy: Findings across race/ethnicity in linked administrative and census data. Drug and Alcohol Dependence, 217, 108273.

  • Hoyo, C., Murtha, A. P., Schildkraut, J. M., Jirtle, R. L., Demark-Wahnefried, W., Forman, M. R., Iversen, E. S., Kurtzberg, J., Overcash, F., Huang, Z., & Murphy, S. K. (2011). Methylation variation at IGF2 differentially methylated regions and maternal folic acid use before and during pregnancy. Epigenetics, 6, 928–936. https://doi.org/10.4161/epi.6.7.16263

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ingall, G., & Cropley, M. (2010). Exploring the barriers of quitting smoking during pregnancy: A systematic review of qualitative studies. Women and Birth, 23(2), 45–52. https://doi.org/10.1016/j.wombi.2009.09.004

  • Jacob, P., Yu, L., Duan, M., Ramos, L., Yturralde, O., & Benowitz, N. L. (2011). Determination of the nicotine metabolites cotinine and trans-3′-hydroxycotinine in biologic fluids of smokers and non-smokers using liquid chromatography–tandem mass spectrometry: Biomarkers for tobacco smoke exposure and for phenotyping cytochrome P450 2. Journal of Chromatography B, 879(3), 267–276. https://doi.org/10.1016/j.jchromb.2010.12.012

  • Jedrychowski, W., Perera, F., Mroz, E., Edwards, S., Flak, E., Bernert, J. T., Mrozek-Budzyn, D., Sowa, A., & Musiał, A. (2009). Fetal exposure to secondhand tobacco smoke assessed by maternal self-reports and cord blood cotinine: Prospective cohort study in Krakow. Maternal and Child Health Journal, 13, 415–423. https://doi.org/10.1007/s10995-008-0350-4

    Article  PubMed  Google Scholar 

  • Joubert, B. R., Felix, J. F., Yousefi, P., Bakulski, K. M., Just, A. C., Breton, C., Reese, S. E., Markunas, C. A., Richmond, R. C., Xu, C.-J., Küpers, L. K., Oh, S. S., Hoyo, C., Gruzieva, O., Söderhäll, C., Salas, L. A., Baïz, N., Zhang, H., Lepeule, J., … London, S. J. (2016). DNA methylation in newborns and maternal smoking in pregnancy: Genome-wide consortium meta-analysis. The American Journal of Human Genetics, 98(4), 680–696. https://doi.org/10.1016/j.ajhg.2016.02.019

  • Kaneita, Y., Tomofumi, S., Takemura, S., Suzuki, K., Yokoyama, E., Miyake, T., Harano, S., Ibuka, E., Kaneko, A., Tsutsui, T., et al. (2007). Prevalence of smoking and associated factors among pregnant women in Japan. Preventive Medicine, 45, 15–20.

    Article  Google Scholar 

  • Kondracki, A. J. (2019). Prevalence and patterns of cigarette smoking before and during early and late pregnancy according to maternal characteristics: The first national data based on the 2003 birth certificate revision, United States, 2016. Reproductive Health, 16, 142. https://doi.org/10.1186/s12978-019-0807-5

    Article  PubMed  PubMed Central  Google Scholar 

  • Kyrklund-Blomberg, N. B., Granath, F., & Cnattingius, S. (2005). Maternal smoking and causes of very preterm birth. Acta Obstetricia Et Gynecologica Scandinavica, 84, 572–577. https://doi.org/10.1080/j.0001-6349.2005.00848.x

    Article  PubMed  Google Scholar 

  • LeClere, F. B., & Wilson, J. B. (1997). Smoking behavior of recent mothers, 18–44 years of age, before and after pregnancy: United States, 1990.

  • Lian, M., Madden, P. A., Lynskey, M. T., Colditz, G. A., Lessov-Schlaggar, C. N., Schootman, M., & Heath, A. C. (2016). Geographic variation in maternal smoking during pregnancy in the Missouri Adolescent Female Twin Study (MOAFTS). PloS One, 11, e0153930. https://doi.org/10.1371/journal.pone.0153930

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu, Y., Murphy, S. K., Murtha, A. P., Fuemmeler, B. F., Schildkraut, J., Huang, Z., Overcash, F., Kurtzberg, J., Jirtle, R., Iversen, E. S., Forman, M. R., & Hoyo, C. (2012). Depression in pregnancy, infant birth weight and DNA methylation of imprint regulatory elements. Epigenetics, 7, 735–746. https://doi.org/10.4161/epi.20734

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Lunn, D. J., Thomas, A., Best, N., & Spiegelhalter, D. (2000). WinBUGS - A Bayesian modelling framework: Concepts, structure, and extensibility. Statistics and Computing, 10, 325–337. https://doi.org/10.1023/A:1008929526011

    Article  Google Scholar 

  • Pichini, S., Basagaña, X. B., Pacifici, R., Garcia, O., Puig, C., Vall, O., Harris, J., Zuccaro, P., Segura, J., & Sunyer, J. (2000). Cord serum cotinine as a biomarker of fetal exposure to cigarette smoke at the end of pregnancy. Environmental Health Perspectives, 108, 1079–1083. https://doi.org/10.1289/ehp.001081079

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Räisänen, S., Kramer, M. R., Gissler, M., Saari, J., Hakulinen-Viitanen, T., & Heinonen, S. (2014). Smoking during pregnancy was up to 70% more common in the most deprived municipalities — A multilevel analysis of all singleton births during 2005–2010 in Finland. Preventive Medicine, 67, 6–11. https://doi.org/10.1016/j.ypmed.2014.06.026

  • Schechter, J., Do, E. K., Zhang, J., Hoyo, C., Murphy, S. K., Kollins, S. H., & Fuemmeler, B. (2020). Effect of prenatal smoke exposure on birth weight: The moderating role of maternal depressive symptoms. Nicotine & Tobacco Research, 22(40):47. https://doi.org/10.1093/ntr/nty267

  • Shoff, C., & Yang, T. -C. (2013). Understanding maternal smoking during pregnancy: Does residential context matter? Social Science & Medicine, 78, 50–60. https://doi.org/10.1016/j.socscimed.2012.11.027

  • Tong, V. T., Farr, S. L., Bombard, J., DʼAngelo, D., Ko, J. Y., & England, L. J. (2016). Smoking before and during pregnancy among women reporting depression or anxiety. Obstetrics and Gynecology, 128, 562–570. https://doi.org/10.1097/AOG.0000000000001595

  • Wagenaar, A. C., Livingston, M. D., Markowitz, S., & Komro, K. A. (2019). Effects of changes in earned income tax credit: Time-series analyses of Washington DC. SSM - Population Health, 7, 100356. https://doi.org/10.1016/j.ssmph.2019.100356

    Article  PubMed  PubMed Central  Google Scholar 

  • Wen, X., Eiden, R. D., Justicia-Linde, F. E., Wang, Y., Higgins, S. T., Thor, N., Haghdel, A., Peters, A. R., & Epstein, L. H. (2019). A multicomponent behavioral intervention for smoking cessation during pregnancy: A nonconcurrent multiple-baseline design. Translational Behavioral Medicine, 9, 308–318. https://doi.org/10.1093/tbm/iby027

    Article  PubMed  Google Scholar 

  • Wheeler, D. C., Boyle, J., Raman, S., & Nelson, E. J. (2021). Modeling elevated blood lead level risk across the United States. Science of the Total Environment, 769, 145237. https://doi.org/10.1016/j.scitotenv.2021.145237

    Article  CAS  PubMed  Google Scholar 

  • Wheeler, D. C., Czarnota, J., & Jones, R. M. (2017). Estimating an area-level socioeconomic status index and its association with colonoscopy screening adherence. PloS One, 12, e0179272. https://doi.org/10.1371/journal.pone.0179272

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wheeler, D. C., Do, E. K., Hayes, R. B., Fugate-Laus, K., Fallavollita, W. L., Hughes, C., & Fuemmeler, B. F. (2020). Neighborhood disadvantage and tobacco retail outlet and vape shop outlet rates. International Journal of Environmental Research and Public Health, 17(8). https://doi.org/10.3390/ijerph17082864

  • Wheeler, D. C., Jones, R. M., Schootman, M., & Nelson, E. J. (2019a). Explaining variation in elevated blood lead levels among children in Minnesota using neighborhood socioeconomic variables. Science of the Total Environment, 650, 970–977. https://doi.org/10.1016/j.scitotenv.2018.09.088

  • Wheeler, D. C., Raman, S., Jones, R. M., Schootman, M., & Nelson, E. J. (2019b). Bayesian deprivation index models for explaining variation in elevated blood lead levels among children in Maryland. Spatial and Spatio-Temporal Epidemiology, 30, 100286. https://doi.org/10.1016/j.sste.2019.100286

  • Xu, J. Q., Murphy, S. L., Kochanek, K. D., & Arias, E. (2020). Mortality in the United States, 2018.

  • Yang, T. -C., Shoff, C., Noah, A. J., Black, N., & Sparks, C. S. (2014). Racial segregation and maternal smoking during pregnancy: A multilevel analysis using the racial segregation interaction index. Social Science & Medicine, 107, 26–36. https://doi.org/10.1016/j.socscimed.2014.01.030

  • Zawadzka, M., Buczyński, A., Stelmach, W., Kowalska, A., & Henrykowska, G. (2018). Smoking-related behaviours of pregnant women depending on their place of residence. Central European Journal of Public Health, 26(1), 34–38. https://doi.org/10.21101/cejph.a4564

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Funding

Research reported in this publication was supported by the National Cancer Institute of the National Institutes of Health under Award Number R01CA239595. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

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Correspondence to David C. Wheeler.

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Wheeler, D.C., Boyle, J., Barsell, D.J. et al. Neighborhood Deprivation is Associated with Increased Risk of Prenatal Smoke Exposure. Prev Sci 23, 1078–1089 (2022). https://doi.org/10.1007/s11121-022-01355-7

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