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Quantified outdoor micro-activity data for children aged 7–12-years old

Abstract

Estimation of aggregate exposure and risk requires detailed information regarding dermal contact and mouthing activity. We analyzed micro-level activity time series (MLATS) of children aged 7–12 years to quantify these contact behaviors and evaluate differences by age and gender. In all, 18 children, aged 7–12 years, were videotaped while playing outdoors. Video footage was transcribed via Virtual Timing Device (VTD) software. We calculated the hand and mouth contact frequency, hourly duration and median duration of contact with 16 object categories. Median mouthing frequencies were 12.6 events/h and 2.6 events/h for hands and non-dietary objects, respectively. Median hourly mouthing duration was 0.4 min/h and 0.1 min/h with hands and objects. Median mouthing contact duration was 1 s and 1.5 s with hands and objects, respectively. The median object contact frequency for both the hands combined was 537.3 events/h with an hourly contact duration of 81.8 min/h and a median contact duration of 3 s. There were no significant differences in the mouthing activity between genders or age groups. Female children had longer and more frequent hand contacts with several surface types. Age was negatively correlated with hand contacts of floor and wood surfaces. Contact frequencies in this study are higher than current regulatory recommendations for this age group.

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References

  • Aung N.N., Yoshinaga J., and Takahashi J. Exposure assessment of lead among Japanese children. Environ Health Prev Med 2004: 9: 257–261.

    Article  CAS  Google Scholar 

  • AuYeung W., Canales R., Beamer P., Ferguson A.C., and Leckie J.O. Young children's mouthing behavior: an observational study via videotaping in a primarily outdoor residential setting. J Child Health 2004: 2: 271–295.

    Article  Google Scholar 

  • Auyeung W., Canales R.A., Beamer P., Ferguson A.C., and Leckie J.O. Young children's hand contact activities: an observational study via videotaping in primarily outdoor residential settings. J Expo Sci Environ Epidemiol 2006: 16: 434–446.

    Article  Google Scholar 

  • Beamer P., Key M.E., Ferguson A.C., Canales R.A., AuYeung W., and Leckie J.O. Quantified activity pattern data from 6-to-27-month-old farmworker children for use in exposure assessment. Environ Res 2008: 108: 239–246.

    Article  CAS  Google Scholar 

  • Black K., Shalat S.L., Freeman N.C.G., Jimenez M., Donnelly K.C., and Calvin J.A. Children's mouthing and food-handling behavior in an agricultural community on the US/Mexico border. J Expo Anal Environ Epidemiol 2005: 15: 244–251.

    Article  CAS  Google Scholar 

  • Brinkman S., Gialamas A., Jones L., Edwards P., and Maynard E. Child activity patterns for environmental exposure assessment in the home, National Environmental Health Monographs, Exposure Series, Austrailia, 1999.

  • Brouwer D., Kroese R., and can Hemmen J. Transfer of contaminants from surface to hands: experimental assessment of linearity of the exposure process, adherence to the skin, and area exposed during fixed pressure and repeated contact with surfaces contaminated with a powder. Appl Occup Environ Hyg 1999: 14: 231–239.

    Article  CAS  Google Scholar 

  • Canales R.A., and Leckie J.O. Application of a stochastic model to estimate children's short-term residential exposure to lead. Stoch Env Res Risk A 2007: 21: 737–745.

    Article  Google Scholar 

  • Chisolm Jr J.J., and Harrison H.E. The exposure of children to lead. Pediatrics 1956: 18: 943–958.

    PubMed  Google Scholar 

  • De Miguel E., Iribarren I., Chacon E., oòez A., and Charlesworth S. Risk-based evaluation of the exposure of children to trace elements in playgrounds in Madrid (Spain). Chemosphere 2007: 66: 505–513.

    Article  CAS  Google Scholar 

  • Fenske R.A. Dermal exposure assessment techniques. Ann Occup Hyg 1993: 37: 687–706.

    CAS  PubMed  Google Scholar 

  • Ferguson A.C., Canales R.A., Beamer P., AuYeung W., Key M., and Munninghoff A., et al. Video methods in the quantification of children's exposures. J Expo Anal Environ Epidemiol 2006: 16: 287–298.

    Article  Google Scholar 

  • Firestone M., Moya J., Cohen-Hubal E., Zartarian V., and Xue J. Identifying childhood age groups for exposure assessments and monitoring. Risk Anal 2007: 27: 701–714.

    Article  Google Scholar 

  • Freeman N.C.G., Hore P., Black K., Jimenez M., Sheldon L., and Tulve N., et al. Contributions of children's activities to pesticide hand loadings following residential pesticide application. J Expo Anal Environ Epidemiol 2005: 15: 81–88.

    Article  CAS  Google Scholar 

  • Freeman N.C.G., Jimenez M., Reed K.J., Gurunathan S., Edwards R.D., and Roy A., et al. Quantitative analysis of children's microactivity patterns: the Minnesota Children's Pesticide Exposure Study. J Expo Anal Environ Epidemiol 2001: 11: 501–509.

    Article  CAS  Google Scholar 

  • Hubal E.A.C., Sheldon L.S., Burke J.M., McCurdy T.R., Barry M.R., and Rigas M.L., et al. Children's exposure assessment: a review of factors influencing children's exposure, and the data available to characterize and assess that exposure. Environ Health Perspect 2000: 108: 475–486.

    Article  Google Scholar 

  • Jones-Otazo H.A., Clarke J.P., Diamond M.L., Archbold J.A., Ferguson G., and Harner T., et al. Is house dust the missing exposure pathway for PBDEs? An analysis of the urban fate and human exposure to PBDEs. Environ Sci Technol 2005: 39: 5121–5130.

    Article  CAS  Google Scholar 

  • Julian T.R., Canales R.A., Leckie J.O., and Boehm A.B. A model of exposure to rotavirus from nondietary ingestion iterated by simulated intermittent contacts. Risk Anal 2009: 29: 617–632.

    Article  Google Scholar 

  • Leckie J.O., Naylor K.A., Canales R.A., Ferguson A.C., Cabrera N.L., Hurtado A.L., Lee K., Lin A.Y., Ramirez J.D., and Vieira V.M. Quantifying children's microlevel activity data from existing videotapes, 2000 Report by Exposure Research Group, Stanford University for US EPA. U2F112OT-RT-99-001182.

  • Macedo P.A., Schleier III J.J., Reed M., Kelley K., Goodman G.W., and Brown D.A., et al. Evaluation of efficacy and human health risk of aerial ultra-low volume applications of pyrethrins and piperonyl butoxide for adult mosquito management in response to West Nile virus activity in Sacramento County. J Am Mosq Control Assoc 2010: 26: 57–66.

    Article  CAS  Google Scholar 

  • Morgan M.K., Sheldon L.S., Croghan C.W., Jones P.A., Chuang J.C., and Wilson N.K. An observational study of 127 preschool children at their homes and daycare centers in Ohio: environmental pathways to cis-and trans-permethrin exposure. Environ Res 2007: 104: 266–274.

    Article  CAS  Google Scholar 

  • National Research Council. Pesticides in the Diets of Infants and Children. National Academy Press, Washington, D.C., 1993.

  • Nicas M., Best D. A study quantifying the hand-to-face contact rate and its potential application to predicting respiratory tract infection. J Occup Environ Hyg 2008: 5: 347–352.

    Article  Google Scholar 

  • Özkaynak H., Xue J., Zartarian V.G., Glen G., and Smith L. Modeled estimates of soil and dust ingestion rates for children. Risk Anal 2010: 31 (4): 592–608.

    Article  Google Scholar 

  • Reed K.J., Jimenez M., Freeman N.C.G., and Lioy P.J. Quantification of children's hand and mouthing activities through a videotaping methodology. J Expo Anal Env Epid 1999: 9: 513–520.

    Article  CAS  Google Scholar 

  • Schleier J.J., Macedo P.A., Davis R.S., Shama L.M., and Peterson R.K.D. A two-dimensional probabilistic acute human-health risk assessment of insecticide exposure after adult mosquito management. Stoch Env Res Risk Assess 2009: 23: 555–563.

    Article  Google Scholar 

  • Stapleton H.M., Kelly S.M., Allen J.G., McClean M.D., and Webster T.F. Measurement of polybrominated diphenyl ethers on hand wipes: estimating exposure from hand-to-mouth contact. Environ Sci Technol 2008: 42: 3329–3334.

    Article  CAS  Google Scholar 

  • Tulve N.S., Egeghy P.P., Fortmann R.C., Xue J., Evans J., and Whitaker D.A., et al. Methodologies for estimating cumulative human exposures to current-use pyrethroid pesticides. J Expo Sci Environ Epidemiol 2010: 21 (3): 317–327.

    Article  Google Scholar 

  • Tulve N.S., Suggs J.C., McCurdy T., Hubal E.A.C., and Moya J. Frequency of mouthing behavior in young children. J Expo Anal Environ Epidemiol 2002: 12: 259–264.

    Article  Google Scholar 

  • US EPA. Dermal exposure assessment: principles and applications, 1992 EPA/600/8-9-91.

  • US EPA. Risk assessment guidance for superfund (RAGS): Volume I, Human health evaluation manual, part E, 2004 EPA/540/R/99/005.

  • US EPA. Guidance on selecting age groups for monitoring and assessing childhood exposures to environmental contaminants, 2005 EPA/630/P-03/003F.

  • US EPA. Child-specific exposure factors handbook (Final report), 2008 EPA/600/R-06/096F.

  • US EPA. Exposure factors handbook (External review draft) 2009 update, 2009 EPA/600/R-09/052A.

  • Van Hemmen J.J., and Brouwer D.H. Assessment of dermal exposure to chemicals. Sci Total Environ 1995: 168: 131–141.

    Article  CAS  Google Scholar 

  • Wu N., Herrmann T., Paepke O., Tickner J., Hale R., and Harvey E., et al. Human exposure to PBDEs: associations of PBDE body burdens with food consumption and house dust concentrations. Environ Sci Technol 2007: 41: 1584–1589.

    Article  CAS  Google Scholar 

  • Xue J., Zartarian V., Moya J., Freeman N., Beamer P., and Black K., et al. A meta-analysis of children's hand-to-mouth frequency data for estimating nondietary ingestion exposure. Risk Anal 2007: 27: 411–420.

    Article  Google Scholar 

  • Xue J., Zartarian V., Tulve N., Moya J., Freeman N., and Auyeung W., et al. A meta-analysis of children's object-to-mouth frequency data for estimating non-dietary ingestion exposure. J Expo Sci Environ Epidemiol 2010: 20: 536–545.

    Article  Google Scholar 

  • Zartarian V., Ferguson A.C., and Leckie J.O. Quantified dermal activity data from a four-child pilot field study. J Expo Anal Environ Epidemiol 1997a: 7: 543–552.

    CAS  Google Scholar 

  • Zartarian V., Ferguson A.C., Ong C.G., and Leckie J.O. Quantifying videotaped activity patterns: video translation software and training methodologies. J Expo Anal Environ Epidemiol 1997b: 7: 535–542.

    CAS  PubMed  Google Scholar 

  • Zartarian V., and Leckie J.O. Dermal exposure: the missing link. Environ Sci Technol 1998: 32: 134A–137A.

    Article  CAS  Google Scholar 

  • Zartarian V., Ozkaynak H., Burke J.M., Zufall M.J., Rigas M.L., and Furtaw E.J. A modeling framework for estimating children's residential exposure and dose to chlorpyrifos via dermal residue contact and nondietary ingestion. Environ Health Perspect 2000: 108: 505–514.

    Article  CAS  Google Scholar 

  • Zartarian V.G., Ferguson A.C., and Leckie J.O. Quantified mouthing activity data from a four-child pilot field study. J Expo Anal Environ Epidemiol 1998: 8: 543–553.

    Google Scholar 

  • Zartarian V.G., Xue J., Ozkaynak H., Dang W., Glen G., Smith L., and Stallings C. A probabilistic arsenic exposure assessment for children who contact CCA-treated playsets and decks, Part 1: model methodology, variability results, and model evaluation. Risk Analysis 2006: 26: 515–531.

    Article  Google Scholar 

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Acknowledgements

This project was supported by ORETF Study #ORF018, US EPA Contract #QT-RT-99-001182, the University of Arizona Vice Provost for Research, and the Mel and Enid Zuckerman College of Public Health.

Human subjects: A human subjects protocol (titled “Quantifying Children's Activity Patterns on Residential Lawns Using Videotaping Methods”) and informed consent form were approved by the Institutional Review Boards at Stanford University (Protocol #9798-487, approved 25 June 1998) for collection and transcription of the videotaped data. A human subjects protocol (title “Quantifying Children's Microlevel Activities from Transcribed Data”) was approved by the Institutional Review Board of the University of Arizona (Protocol #09-0693-02, most recently approved 3 August 2010) for the analyses of the transcribed data presented in this paper.

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Correspondence to Paloma I Beamer.

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Beamer, P., Luik, C., Canales, R. et al. Quantified outdoor micro-activity data for children aged 7–12-years old. J Expo Sci Environ Epidemiol 22, 82–92 (2012). https://doi.org/10.1038/jes.2011.34

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