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Gepubliceerd in: Child Psychiatry & Human Development 3/2021

06-07-2020 | Original Article

A Latent Class Analysis of Perceived Neighborhood Conditions Associated with Mental Disorders Among Children in the United States

Auteurs: Xue Li, Qiang Fu, Isabella Leigh, Daniel Humphrey

Gepubliceerd in: Child Psychiatry & Human Development | Uitgave 3/2021

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Abstract

The current study examined the association between perceived neighborhood conditions and common childhood mental disorders in a nationally representative sample of children in the U.S. The data were derived from the 2017 National Survey of Children’s Health, including American children aged 6–17 years (N = 15,438). Latent class analysis was used to identify subtypes of perceived neighborhood conditions regarding neighborhood physical environment, social capital, and violence. Three classes were identified: Ideal Neighborhood (55.99%); Insufficient Assets (27.38%), and Broken and Unsafe Neighborhood (16.63%). The effects of latent classes on psychiatric outcomes (i.e. attention deficit hyperactivity disorder, depression, anxiety, conduct problem, and any of these four disorders) were examined. Class membership was differentially associated with the mental disorders after adjustment for demographic variables, food insufficiency, and guardian’s mental health. The Broken and Unsafe Neighborhood class was associated with greater odds of all childhood psychiatric disorders than the Ideal Neighborhood and Insufficient Assets class. Insufficient Assets class was associated with greater odds of all childhood psychiatric disorders than the Ideal Neighborhood class. The findings suggest that neighborhood-level interventions to decrease children’s mental health burdens are critically needed.
Literatuur
1.
go back to reference Hinshaw SP (2005) The stigmatization of mental illness in children and parents: developmental issues, family concerns, and research needs. J Child Psychol Psychiatry 46:714–734PubMed Hinshaw SP (2005) The stigmatization of mental illness in children and parents: developmental issues, family concerns, and research needs. J Child Psychol Psychiatry 46:714–734PubMed
2.
go back to reference O'Connell ME, Boat T, Warner KE (eds) (2009) Preventing mental, emotional, and behavioral disorders among young people: progress and possibilities. National Academies Press, Washington, DC O'Connell ME, Boat T, Warner KE (eds) (2009) Preventing mental, emotional, and behavioral disorders among young people: progress and possibilities. National Academies Press, Washington, DC
4.
go back to reference Perou R, Bitsko RH, Blumberg SJ, Pastor P, Ghandour RM, Gfroerer JC et al (2013) Mental health surveillance among children-United States, 2005–2011. MMWR Suppl 62:1–35PubMed Perou R, Bitsko RH, Blumberg SJ, Pastor P, Ghandour RM, Gfroerer JC et al (2013) Mental health surveillance among children-United States, 2005–2011. MMWR Suppl 62:1–35PubMed
5.
go back to reference Patel V, Flisher AJ, Hetrick S, McGorry P (2007) Mental health of young people: a global public-health challenge. Lancet 369:1302–1313PubMed Patel V, Flisher AJ, Hetrick S, McGorry P (2007) Mental health of young people: a global public-health challenge. Lancet 369:1302–1313PubMed
7.
go back to reference Winstanley EL, Steinwachs DM, Ensminger ME, Latkin CA, Stitzer ML, Olsen Y (2008) The association of self-reported neighborhood disorganization and social capital with adolescent alcohol and drug use, dependence, and access to treatment. Drug Alcohol Depend 92:173–182PubMed Winstanley EL, Steinwachs DM, Ensminger ME, Latkin CA, Stitzer ML, Olsen Y (2008) The association of self-reported neighborhood disorganization and social capital with adolescent alcohol and drug use, dependence, and access to treatment. Drug Alcohol Depend 92:173–182PubMed
8.
go back to reference Kandel DB, Johnson JG, Bird HR, Canino G, Goodman SH, Lahey BB et al (1997) Psychiatric disorders associated with substance use among children and adolescents: findings from the Methods for the Epidemiology of Child and Adolescent Mental Disorders (MECA) Study. J Abnorm Child Psychol 25:121–132PubMed Kandel DB, Johnson JG, Bird HR, Canino G, Goodman SH, Lahey BB et al (1997) Psychiatric disorders associated with substance use among children and adolescents: findings from the Methods for the Epidemiology of Child and Adolescent Mental Disorders (MECA) Study. J Abnorm Child Psychol 25:121–132PubMed
9.
go back to reference Lewinsohn PM, Rohde P, Seeley JR, Klein DN, Gotlib IH (2003) Psychosocial functioning of young adults who have experienced and recovered from major depressive disorder during adolescence. J Abnorm Psychol 112:353–363PubMed Lewinsohn PM, Rohde P, Seeley JR, Klein DN, Gotlib IH (2003) Psychosocial functioning of young adults who have experienced and recovered from major depressive disorder during adolescence. J Abnorm Psychol 112:353–363PubMed
10.
go back to reference McLeod GF, Horwood LJ, Fergusson DM (2016) Adolescent depression, adult mental health and psychosocial outcomes at 30 and 35 years. Psychol Med 46(7):1401–1412PubMed McLeod GF, Horwood LJ, Fergusson DM (2016) Adolescent depression, adult mental health and psychosocial outcomes at 30 and 35 years. Psychol Med 46(7):1401–1412PubMed
11.
go back to reference Isometsä ET (2001) Psychological autopsy studies–a review. Eur Psychiatry 16:379–385PubMed Isometsä ET (2001) Psychological autopsy studies–a review. Eur Psychiatry 16:379–385PubMed
12.
go back to reference Lerner RM (2011) Structure and process in relational, developmental systems theories: A commentary on contemporary changes in the understanding of developmental change across the life span. Hum Dev 54:34–43 Lerner RM (2011) Structure and process in relational, developmental systems theories: A commentary on contemporary changes in the understanding of developmental change across the life span. Hum Dev 54:34–43
13.
go back to reference Overton WF (2013) A new paradigm for developmental science: relationism and relational developmental systems. Adv Child Dev Behav 44:21–64PubMed Overton WF (2013) A new paradigm for developmental science: relationism and relational developmental systems. Adv Child Dev Behav 44:21–64PubMed
15.
go back to reference Faris REL, Dunham HW (1939) Mental disorders in urban areas: an ecological study of schizophrenia and other psychoses. University of Chicago Press, Chicago Faris REL, Dunham HW (1939) Mental disorders in urban areas: an ecological study of schizophrenia and other psychoses. University of Chicago Press, Chicago
16.
go back to reference Kawachi I, Berkman LF (eds) (2003) Neighborhoods and health. Oxford University Press Inc., New York Kawachi I, Berkman LF (eds) (2003) Neighborhoods and health. Oxford University Press Inc., New York
17.
go back to reference Diez Roux AV, Mair C (2010) Neighborhoods and health. Ann N Y Acad Sci 1186:125–145PubMed Diez Roux AV, Mair C (2010) Neighborhoods and health. Ann N Y Acad Sci 1186:125–145PubMed
18.
go back to reference O'Campo P, Burke JG, Culhane J, Elo IT, Eyster J, Holzman C et al (2008) Neighborhood deprivation and preterm birth among non-Hispanic Black and White women in eight geographic areas in the United States. Am J Epidemiol 167:155–163PubMed O'Campo P, Burke JG, Culhane J, Elo IT, Eyster J, Holzman C et al (2008) Neighborhood deprivation and preterm birth among non-Hispanic Black and White women in eight geographic areas in the United States. Am J Epidemiol 167:155–163PubMed
19.
go back to reference Yu E, Lippert AM (2016) Neighborhood crime rate, weight-related behaviors, and obesity: a systematic review of the literature. Sociol Compass 10:187–207 Yu E, Lippert AM (2016) Neighborhood crime rate, weight-related behaviors, and obesity: a systematic review of the literature. Sociol Compass 10:187–207
20.
go back to reference Cummins S, Macintyre S, Davidson S, Ellaway A (2005) Measuring neighborhood social and material context: generation and interpretation of ecological data from routine and non-routine sources. Health Place 11:249–260PubMed Cummins S, Macintyre S, Davidson S, Ellaway A (2005) Measuring neighborhood social and material context: generation and interpretation of ecological data from routine and non-routine sources. Health Place 11:249–260PubMed
21.
go back to reference Katsouyanni K (2003) Ambient air pollution and health. Br Med Bull 68:143–156PubMed Katsouyanni K (2003) Ambient air pollution and health. Br Med Bull 68:143–156PubMed
22.
go back to reference Chaskin RJ (1997) Perspectives on neighborhood and community: a review of the literature. Social Serv Rev 71:521–547 Chaskin RJ (1997) Perspectives on neighborhood and community: a review of the literature. Social Serv Rev 71:521–547
23.
go back to reference Jackson DB, Chilton M, Johnson KR, Vaughn MG (2019) Adverse childhood experiences and household food insecurity: findings from the 2016 national survey of children's health. Am J Prev Med 57:667–674PubMed Jackson DB, Chilton M, Johnson KR, Vaughn MG (2019) Adverse childhood experiences and household food insecurity: findings from the 2016 national survey of children's health. Am J Prev Med 57:667–674PubMed
24.
go back to reference Liu SR, Kia-Keating M, Santacrose DE, Modir S (2018) Linking profiles of neighborhood elements to health and related outcomes among children across the United States. Health Place 53:203–209PubMed Liu SR, Kia-Keating M, Santacrose DE, Modir S (2018) Linking profiles of neighborhood elements to health and related outcomes among children across the United States. Health Place 53:203–209PubMed
25.
go back to reference Lin J, Reich SM (2016) Mother’s perceptions of neighborhood disorder are associated with children’s home environment quality. J Commun Psychol 44:714–728 Lin J, Reich SM (2016) Mother’s perceptions of neighborhood disorder are associated with children’s home environment quality. J Commun Psychol 44:714–728
26.
go back to reference Kerr J, Emond JA, Badland H, Reis R, Sarmiento O, Carlson J et al (2016) Perceived neighborhood environmental attributes associated with walking and cycling for transport among adult residents of 17 cities in 12 countries: the IPEN study. Environ Health Perspect 124:290–298PubMed Kerr J, Emond JA, Badland H, Reis R, Sarmiento O, Carlson J et al (2016) Perceived neighborhood environmental attributes associated with walking and cycling for transport among adult residents of 17 cities in 12 countries: the IPEN study. Environ Health Perspect 124:290–298PubMed
27.
go back to reference Tamayo A, Karter AJ, Mujahid MS, Warton EM, Moffet HH, Adler N et al (2016) Associations of perceived neighborhood safety and crime with cardiometabolic risk factors among a population with type 2 diabetes. Health Place 39:116–121PubMedPubMedCentral Tamayo A, Karter AJ, Mujahid MS, Warton EM, Moffet HH, Adler N et al (2016) Associations of perceived neighborhood safety and crime with cardiometabolic risk factors among a population with type 2 diabetes. Health Place 39:116–121PubMedPubMedCentral
28.
go back to reference Galaviz KI, Zytnick D, Kegler MC, Cunningham SA (2016) Parental perception of neighborhood safety and children’s physical activity. J Phys Act Health 13:1110–1116PubMed Galaviz KI, Zytnick D, Kegler MC, Cunningham SA (2016) Parental perception of neighborhood safety and children’s physical activity. J Phys Act Health 13:1110–1116PubMed
29.
go back to reference Jackson DB, Posick C, Vaughn MG (2019) New evidence of the nexus between neighborhood violence, perceptions of danger, and child health. Health Aff 38:746–754 Jackson DB, Posick C, Vaughn MG (2019) New evidence of the nexus between neighborhood violence, perceptions of danger, and child health. Health Aff 38:746–754
30.
go back to reference Jackson DB, Johnson KR, Vaughn MG, Hinton ME (2019) The role of neighborhoods in household food insufficiency: Considering interactions between physical disorder, low social capital, violence, and perceptions of danger. Soc Sci Med 221:58–67PubMed Jackson DB, Johnson KR, Vaughn MG, Hinton ME (2019) The role of neighborhoods in household food insufficiency: Considering interactions between physical disorder, low social capital, violence, and perceptions of danger. Soc Sci Med 221:58–67PubMed
31.
go back to reference Lanier P, Maguire-Jack K, Lombardi B, Frey J, Rose RA (2018) Adverse childhood experiences and child health outcomes: Comparing cumulative risk and latent class approaches. Matern Child Health J 22(3):288–297PubMed Lanier P, Maguire-Jack K, Lombardi B, Frey J, Rose RA (2018) Adverse childhood experiences and child health outcomes: Comparing cumulative risk and latent class approaches. Matern Child Health J 22(3):288–297PubMed
32.
go back to reference Jackson DB, Newsome J, Vaughn MG, Johnson KR (2018) Considering the role of food insecurity in low self-control and early delinquency. J Crim Justice 56:127–139 Jackson DB, Newsome J, Vaughn MG, Johnson KR (2018) Considering the role of food insecurity in low self-control and early delinquency. J Crim Justice 56:127–139
33.
go back to reference Melchior M, Caspi A, Howard LM, Ambler AP, Bolton H, Mountain N, Moffitt TE (2009) Mental health context of food insecurity: a representative cohort of families with young children. Pediatrics 124:e564–e572PubMedPubMedCentral Melchior M, Caspi A, Howard LM, Ambler AP, Bolton H, Mountain N, Moffitt TE (2009) Mental health context of food insecurity: a representative cohort of families with young children. Pediatrics 124:e564–e572PubMedPubMedCentral
34.
go back to reference Manning C, Gregoire A (2006) Effects of parental mental illness on children. Psychiatry 5:10–12 Manning C, Gregoire A (2006) Effects of parental mental illness on children. Psychiatry 5:10–12
35.
go back to reference Child and Adolescent Health Measurement Initiative (2018) “2017 National Survey of Children’s Health, Sampling and Survey Administration.” Data Resource Center, supported by Cooperative Agreement 1‐U59‐MC06980‐01 from the U.S. Department of Health and Human Services, Health Resources and Services Administration (HRSA), Maternal and Child Health Bureau (MCHB). Available at www.childhealthdata.org. Revised 05 July 2018 Child and Adolescent Health Measurement Initiative (2018) “2017 National Survey of Children’s Health, Sampling and Survey Administration.” Data Resource Center, supported by Cooperative Agreement 1‐U59‐MC06980‐01 from the U.S. Department of Health and Human Services, Health Resources and Services Administration (HRSA), Maternal and Child Health Bureau (MCHB). Available at www.​childhealthdata.​org. Revised 05 July 2018
36.
go back to reference 2011/12 National Survey of Children’s Health. Child and Adolescent Health Measurement Initiative (CAHMI), “2011- 2012 NSCH: Child Health Indicator and Subgroups SAS Codebook, Version 1.0” 2013, Data Resource Center for Child and Adolescent Health, sponsored by the Maternal and Child Health Bureau. www.childhealthdata.org. 2011/12 National Survey of Children’s Health. Child and Adolescent Health Measurement Initiative (CAHMI), “2011- 2012 NSCH: Child Health Indicator and Subgroups SAS Codebook, Version 1.0” 2013, Data Resource Center for Child and Adolescent Health, sponsored by the Maternal and Child Health Bureau. www.​childhealthdata.​org.
37.
go back to reference Bolck A, Croon M, Hagenaars J (2004) Estimating latent structure models with categorical variables: one-step versus three-step estimators. Polit Anal 12:3–27 Bolck A, Croon M, Hagenaars J (2004) Estimating latent structure models with categorical variables: one-step versus three-step estimators. Polit Anal 12:3–27
38.
go back to reference Kino S, Sato K, Kawachi I (2018) Spillover benefit of improved access to healthcare on reducing worry about housing and meal affordability. Int J Equity Health 17:174PubMedPubMedCentral Kino S, Sato K, Kawachi I (2018) Spillover benefit of improved access to healthcare on reducing worry about housing and meal affordability. Int J Equity Health 17:174PubMedPubMedCentral
39.
go back to reference SAS Institute Inc. (2013) SAS® 9.4 Statements: Reference. SAS Institute Inc., Cary, NC SAS Institute Inc. (2013) SAS® 9.4 Statements: Reference. SAS Institute Inc., Cary, NC
40.
go back to reference Lanza ST, Collins LM, Lemmon DR, Schafer JL (2007) PROC LCA: a SAS procedure for latent class analysis. Struct Equ Model 14:671–694 Lanza ST, Collins LM, Lemmon DR, Schafer JL (2007) PROC LCA: a SAS procedure for latent class analysis. Struct Equ Model 14:671–694
41.
go back to reference Lanza S T, Dziak JJ, Huang L, Wagner AT, Collins LM (2015) Proc LCA & Proc LTA users' guide (Version 1.3.2). University Park: The Methodology Center, Penn State. Available from www.methodology.psu.edu. Lanza S T, Dziak JJ, Huang L, Wagner AT, Collins LM (2015) Proc LCA & Proc LTA users' guide (Version 1.3.2). University Park: The Methodology Center, Penn State. Available from www.​methodology.​psu.​edu.
42.
go back to reference Nylund KL, Asparouhov T, Muthén BO (2007) Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Struct Equ Model 14:535–569 Nylund KL, Asparouhov T, Muthén BO (2007) Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Struct Equ Model 14:535–569
43.
go back to reference Nagin DS, NAGIN D, (2005) Group-based modeling of development. Harvard University Press, Cambridge, MA Nagin DS, NAGIN D, (2005) Group-based modeling of development. Harvard University Press, Cambridge, MA
44.
go back to reference Lanza ST, Tan X, Bray BC (2013) Latent class analysis with distal outcomes: a flexible model-based approach. Struct Equ Model 20:1–26 Lanza ST, Tan X, Bray BC (2013) Latent class analysis with distal outcomes: a flexible model-based approach. Struct Equ Model 20:1–26
45.
go back to reference Dziak JJ, Bray BC, Wagner AT (2017) LCA_Distal_BCH SAS macro users’ guide (Version 1.1). University Park, PA: The Methodology Center, Penn State. Retrieved from www.methodology.psu.edu Dziak JJ, Bray BC, Wagner AT (2017) LCA_Distal_BCH SAS macro users’ guide (Version 1.1). University Park, PA: The Methodology Center, Penn State. Retrieved from www.​methodology.​psu.​edu
46.
go back to reference Keane CA, Magee CA, Kelly PJ (2016) Is there a complex trauma experience typology for Australians experiencing extreme social disadvantage and low housing stability? Child Abuse Negl 61:43–54PubMed Keane CA, Magee CA, Kelly PJ (2016) Is there a complex trauma experience typology for Australians experiencing extreme social disadvantage and low housing stability? Child Abuse Negl 61:43–54PubMed
47.
go back to reference Fairley L, Cabieses B, Small N, Petherick ES, Lawlor DA, Pickett KE, Wright J (2014) Using latent class analysis to develop a model of the relationship between socioeconomic position and ethnicity: cross-sectional analyses from a multi-ethnic birth cohort study. BMC Public Health 14:835PubMedPubMedCentral Fairley L, Cabieses B, Small N, Petherick ES, Lawlor DA, Pickett KE, Wright J (2014) Using latent class analysis to develop a model of the relationship between socioeconomic position and ethnicity: cross-sectional analyses from a multi-ethnic birth cohort study. BMC Public Health 14:835PubMedPubMedCentral
48.
go back to reference Butler AM, Kowalkowski M, Jones HA, Raphael JL (2012) The relationship of reported neighborhood conditions with child mental health. Acad Pediatr 12:523–531PubMedPubMedCentral Butler AM, Kowalkowski M, Jones HA, Raphael JL (2012) The relationship of reported neighborhood conditions with child mental health. Acad Pediatr 12:523–531PubMedPubMedCentral
49.
go back to reference Cutrona CE, Wallace G, Wesner KA (2006) Neighborhood characteristics and depression: an examination of stress processes. Curr Dir Psychol Sci 15:188–192PubMedPubMedCentral Cutrona CE, Wallace G, Wesner KA (2006) Neighborhood characteristics and depression: an examination of stress processes. Curr Dir Psychol Sci 15:188–192PubMedPubMedCentral
50.
go back to reference U.S. Department of Health and Human Services, Health Resources and Services Administration, Maternal and Child Health Bureau (2010) The Mental and Emotional Well-Being of Children: A Portrait of States and the Nation 2007. U.S. Department of Health and Human Services, Rockville, MD U.S. Department of Health and Human Services, Health Resources and Services Administration, Maternal and Child Health Bureau (2010) The Mental and Emotional Well-Being of Children: A Portrait of States and the Nation 2007. U.S. Department of Health and Human Services, Rockville, MD
51.
go back to reference Fryers T, Brugha T (2013) Childhood determinants of adult psychiatric disorder. Clin Pract Epidemiol Ment Health 9:1–50PubMedPubMedCentral Fryers T, Brugha T (2013) Childhood determinants of adult psychiatric disorder. Clin Pract Epidemiol Ment Health 9:1–50PubMedPubMedCentral
52.
go back to reference Hilmers A, Hilmers DC, Dave J (2012) Neighborhood disparities in access to healthy foods and their effects on environmental justice. Am J Public Health 102:1644–1654PubMedPubMedCentral Hilmers A, Hilmers DC, Dave J (2012) Neighborhood disparities in access to healthy foods and their effects on environmental justice. Am J Public Health 102:1644–1654PubMedPubMedCentral
53.
go back to reference Sampson RJ, Raudenbush SW, Earls F (1997) Neighborhoods and violent crime: a multilevel study of collective efficacy. Science 277:918–924PubMed Sampson RJ, Raudenbush SW, Earls F (1997) Neighborhoods and violent crime: a multilevel study of collective efficacy. Science 277:918–924PubMed
54.
go back to reference Reitman D, Rhode PC, Hupp SD, Altobello C (2002) Development and validation of the parental authority questionnaire–revised. J Psychopathol Behav Assess 24:119–127 Reitman D, Rhode PC, Hupp SD, Altobello C (2002) Development and validation of the parental authority questionnaire–revised. J Psychopathol Behav Assess 24:119–127
56.
go back to reference Freedman D, Woods GW (2013) Neighborhood effects, mental illness and criminal behavior: a review. J Polit Law 6:1–16 Freedman D, Woods GW (2013) Neighborhood effects, mental illness and criminal behavior: a review. J Polit Law 6:1–16
57.
go back to reference Curtis S, Pain R, Fuller S, Khatib Y, Rothon C, Stansfeld SA, Daya S (2013) Neighborhood risk factors for common mental disorders among young people aged 10–20 years: a structured review of quantitative research. Health Place 20:81–90PubMed Curtis S, Pain R, Fuller S, Khatib Y, Rothon C, Stansfeld SA, Daya S (2013) Neighborhood risk factors for common mental disorders among young people aged 10–20 years: a structured review of quantitative research. Health Place 20:81–90PubMed
58.
go back to reference Rajaratnam JK, Burke JG, O’Campo P (2006) Maternal and child health and neighborhood context: the selection and construction of area-level variables. Health Place 12:547–556PubMed Rajaratnam JK, Burke JG, O’Campo P (2006) Maternal and child health and neighborhood context: the selection and construction of area-level variables. Health Place 12:547–556PubMed
Metagegevens
Titel
A Latent Class Analysis of Perceived Neighborhood Conditions Associated with Mental Disorders Among Children in the United States
Auteurs
Xue Li
Qiang Fu
Isabella Leigh
Daniel Humphrey
Publicatiedatum
06-07-2020
Uitgeverij
Springer US
Gepubliceerd in
Child Psychiatry & Human Development / Uitgave 3/2021
Print ISSN: 0009-398X
Elektronisch ISSN: 1573-3327
DOI
https://doi.org/10.1007/s10578-020-01020-6

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