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Viegas da Silva E, Hartwig FP, Santos TM, Yousafzai A, Santos IS, Barros AJD, Bertoldi AD, Freitas da Silveira M, Matijasevich A, Domingues MR, Murray J. Predictors of early child development for screening pregnant women most in need of support in Brazil. J Glob Health 2024; 14:04143. [PMID: 39173149 PMCID: PMC11341113 DOI: 10.7189/jogh.14.04143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2024] Open
Abstract
Background Home visiting programmes can support child development and reduce inequalities, but failure to identify the most vulnerable families can undermine such efforts. We examined whether there are strong predictors of poor child development that could be used to screen pregnant women in primary health care settings to target early interventions in a Brazilian population. Considering selected predictors, we assessed coverage and focus of a large-scale home visiting programme named Primeira Infância Melhor (PIM). Methods We undertook a prospective cohort study on 3603 children whom we followed from gestation to age four years. We then used 27 potential socioeconomic, psychosocial, and clinical risk factors measurable during pregnancy to predict child development, which was assessed by the Battelle Developmental Inventory (BDI) at the age of four years. We compared the results from a Bonferroni-adjusted conditional inference tree with exploratory linear regression and principal component analysis (PCA), and we conducted external validation using data from a second cohort from the same population. Lastly, we assessed PIM coverage and focus by linking 2015 cohort data with PIM databases. Results The decision tree analyses identified maternal schooling as the most important variable for predicting BDI, followed by paternal schooling. Based on these variables, a group of 214 children who had the lowest mean BDI (BDI = -0.48; 95% confidence interval (CI) = -0.63, -0.33) was defined by mothers with ≤5 years and fathers with ≤4 years of schooling. Maternal and paternal schooling were also the strongest predictors in the exploratory analysis using regression and PCA, showing linear associations with the outcome. However, their capacity to explain outcome variance was low, with an adjusted R2 of 5.3% and an area under the receiver operating characteristic curve of 0.62 (95% CI = 0.60, 0.64). External validation showed consistent results. We also provided an online screening tool using parental schooling data to support programme's targeting. PIM coverage during pregnancy was low, but the focus was adequate, especially among families with longer enrolment, indicating families most in need received higher dosage. Conclusions Information on maternal and paternal schooling can improve the focus of home visiting programmes if used for initial population-level screening of pregnant women in Brazil. However, enrolment decisions require complementary information on parental resources and direct interactions with families to jointly decide on inclusion.
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Affiliation(s)
- Eduardo Viegas da Silva
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
- Human Development and Violence Research Centre, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Fernando Pires Hartwig
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Thiago Melo Santos
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
- International Center for Equity in Health, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Aisha Yousafzai
- Global Health and Population Department, Harvard School of Public Health, Boston, USA
| | - Iná S Santos
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Aluísio J D Barros
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
- International Center for Equity in Health, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Andréa Dâmaso Bertoldi
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | | | - Alicia Matijasevich
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
- Departamento de Medicina Preventiva, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, Brazil
| | - Marlos Rodrigues Domingues
- Postgraduate Programme in Physical Education, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
| | - Joseph Murray
- Postgraduate Programme in Epidemiology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
- Human Development and Violence Research Centre, Federal University of Pelotas, Pelotas, Rio Grande do Sul, Brazil
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Hartwig FP, Ataullahjan A, Adair L, Gonçalves H, Horta B, Lee N, Martorell R, Menezes AMB, Dos Santos Motta JV, Norris S, Ramirez-Zea M, Richter L, Bhutta Z, Stein AD, Victora C. Women's health and well-being in five birth cohorts from low- and middle-income countries: Domains and their associations with early-life conditions. J Glob Health 2024; 14:04137. [PMID: 39148472 PMCID: PMC11327850 DOI: 10.7189/jogh.14.04137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/17/2024] Open
Abstract
Background Women's health and well-being (WHW) have been receiving growing attention, but limited progress has been made on how to measure its different domains in low- and middle-income countries (LMICs). We used data from five long-term birth cohorts in Brazil, Guatemala, the Philippines and South Africa to explore different domains of adult WHW, and how these domains relate to early life exposures. Methods Based upon an a priori conceptualisation of eight postulated WHW outcomes available in the data, we grouped them as follows: human capital (intelligence quotient, schooling, height, and teenage childbearing), metabolic health (body mass index and metabolic syndrome score), and psychological (happiness and Self-Reported Questionnaire (SRQ) scores). Correlation analyses confirmed the variables theoretically belonging to the same dimension of WHW were statistically related. We then applied principal component analysis to each group of variables separately and used the first principal component as a summary quantitative measure of the corresponding WHW dimension. Finally, we assessed the association of each domain with a range of early-life factors: wealth, maternal education, maternal height, water, and sanitation, birthweight, length at two years and development quotient in mid-childhood. Results The three domains were largely uncorrelated. Early determinants were positively associated with human capital, while birth order was negatively associated. Fewer associations were found for the metabolic or psychological components. Birthweight and weight at age two years were inversely associated with metabolic health. Maternal education was associated with better psychological health. Conclusions Our findings indicate that WHW is multidimensional, with most women in the cohorts being compromised in one or more domains while few women scored highly in all three domains. Our analyses are limited by lack of data on adolescent exposures and on other relevant WHW dimensions such as safety, agency, empowerment, and violence. Further research is needed in LMICs for identifying and measuring the multiple domains of WHW.
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Affiliation(s)
| | - Anushka Ataullahjan
- Centre for Global Child Health, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Linda Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Helen Gonçalves
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
| | - Bernardo Horta
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
| | - Nanette Lee
- USC Office of Population Studies Foundation, University of San Carlos, Cebu, Philippines
| | - Reynaldo Martorell
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Ana Maria B Menezes
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
| | | | - Shane Norris
- SAMRC Pathways for Health Research Unit, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Manuel Ramirez-Zea
- INCAP Research Center for the Prevention of Chronic Diseases, Institute of Nutrition of Central America and Panama, Guatemala City, Guatemala
| | - Linda Richter
- Department of Science and Innovation, National Research Foundation Centre of Excellence in Human Development, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Zulfiqar Bhutta
- Centre for Global Child Health, Hospital for Sick Children, Toronto, Ontario, Canada
- Institute for Global Health and Development, The Aga Khan University, Karachi, Pakistan
| | - Aryeh D Stein
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Cesar Victora
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
- International Center for Equity in Health, Federal University of Pelotas, Pelotas, Brazil
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Stop Not Till The Goal Is Reached. Indian Pediatr 2022. [DOI: 10.1007/s13312-022-2411-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Lachman A, Jordaan ER, Stern M, Donald KA, Hoffman N, Lake MT, Zar HJ, Niehaus DJH, Puura K, Stein DJ. The Shared Pleasure Paradigm: A study in an observational birth cohort in South Africa. Arch Womens Ment Health 2022; 25:227-235. [PMID: 34985581 PMCID: PMC8784495 DOI: 10.1007/s00737-021-01199-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 12/20/2021] [Indexed: 11/26/2022]
Abstract
Mother-infant dyads in low- and middle-income countries (LMICs) may be exposed to a range of factors associated with suboptimal development. Optimal infant development is likely supported by synchronicity in the early mother-infant relationship, but limited corroborative research is available in LMICs. The Drakenstein Child Health Study (DCHS) provided an opportunity to study this synchronicity and its associations in South Africa. A South African birth cohort study investigating early-life determinants of child health in a LMIC context provided participants. The Shared Pleasure (SP) paradigm helped assess early mother-infant synchronicity in videos of a sub-set of 291 mother-infant dyads at their 14-week well baby visit. General linear regression models investigated the relationship between selected maternal and infant characteristics and the presence of Shared Pleasure moments. Out of a possible 291 dyads, 82% (n = 239) yielded Shared Pleasure moments. The mean age of mothers was 27 years, while infant sex distribution comprised 54% females and 46% males. The shortest single Shared Pleasure moment lasted at least 0.5 s and the longest 28 s. Shared Pleasure moments were associated with higher gestation age at delivery (p = 0.008) and higher infant birth weight (p = 0.006), but were not related to mother's mental health and infant health outcomes at 14 weeks. The high frequency of positive Shared Pleasure moments in reciprocal dyadic interactions in this sample suggests that significant disruption in shared pleasure may be present only in extreme cases (e.g. mothers with severe mental disorders). Further work is needed to investigate the mechanisms underlying the associations between early mother-infant synchronicity and better outcomes noted here, and to assess whether SP may serve as a culturally appropriate screen for assessing connectedness.
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Affiliation(s)
- Anusha Lachman
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa.
| | - Esme R Jordaan
- Biostatistics Unit, South African Medical Research Council, Parow, South Africa
- Department of Statistics and Population Studies, University of the Western Cape, Cape Town, South Africa
| | - Micky Stern
- South African Medical Research Council Unit On Risk and Resilience in Mental Disorders, Cape Town, South Africa
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Kirsten A Donald
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, University of Cape Town, Cape Town, South Africa
- South African Medical Research Council Unit On Child and Adolescent Health, Cape Town, South Africa
| | - Nadia Hoffman
- South African Medical Research Council Unit On Risk and Resilience in Mental Disorders, Cape Town, South Africa
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Marilyn T Lake
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, University of Cape Town, Cape Town, South Africa
| | - Heather J Zar
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, University of Cape Town, Cape Town, South Africa
- South African Medical Research Council Unit On Child and Adolescent Health, Cape Town, South Africa
| | - Dana J H Niehaus
- Department of Psychiatry, Stellenbosch University, Cape Town, South Africa
| | - Kaija Puura
- Department of Child Psychiatry, Tampere University and Tampere University Hospital, Tampere, Finland
| | - Dan J Stein
- South African Medical Research Council Unit On Risk and Resilience in Mental Disorders, Cape Town, South Africa
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
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Black MM, Trude ACB, Kowalski AJ. Growth in the first 1000 days lays the foundation for human capital formation. Am J Clin Nutr 2021; 113:767-768. [PMID: 33668056 PMCID: PMC8189014 DOI: 10.1093/ajcn/nqaa426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
| | - Angela C B Trude
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alysse J Kowalski
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD, USA
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Lachman A, Burger M, Jordaan ER, Leppanen J, Puura K, Niehaus DJH. Maternal Shared Pleasure, Infant Withdrawal, and Developmental Outcomes in a High Risk Setting in South Africa. Front Psychiatry 2021; 12:668009. [PMID: 34354608 PMCID: PMC8329093 DOI: 10.3389/fpsyt.2021.668009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Accepted: 06/21/2021] [Indexed: 11/25/2022] Open
Abstract
Background: Infants in lower middle income countries are often exposed to early adversities which may lead to suboptimal caregiving environments and place them at risk of not achieving their developmental potential. Synchrony and positive engagement in the mother-infant relationship plays a critical role in buffering the impact of early adversity. Shared Pleasure (SP) is considered a marker of high intensity positive interaction and may hold a promise of improving developmental outcomes. Methods: This study was part of a prospective observational study of mothers with and without mental illness in South Africa. Dyadic videos were assessed for SP and infant withdrawal (using the Alarm Distress Baby Scale) at 6 months. Infant developmental outcomes were assessed using the Bayley's Scales for Infant and Toddler Development, third edition at 18 months. Results: Ninety-one dyads were assessed for SP. The occurrence of SP was low (20%). There was no significant association with an EPDS measure of maternal depression (p = 0.571) and SP moments. Infant withdrawal was high (72%) and associated with male infant gender (p = 0.025). There was a significant association between the occurrence of SP and a lower score of infant withdrawal (estimate = -1.29; SE = 0.4; p = 0.0002). The number of SP moments at 6 months was significantly associated with motor (estimate = 2.4; SE = 0.9; p = 0.007) and marginally significant with cognitive scores (estimate = 1.9; SE = 1.0; p = 0.052) at 18 months. Regression modelling differential outcomes showed a greater improvement in cognitive scores at 18 months in infants with an SP moment compared to those without an SP moment [SP average difference (AD) = 7.4 (2.4), no SP AD = 10.4 (1.2); p = 0.012]. Infants without an SP moment experienced a larger decrease in motor scores at 18 months compared to those with an SP moment [SP AD = -3 (3.0); no SP AD = -10.6 (1.5), p = 0.027]. Conclusion: While the occurrence of SP in this sample was low and the rates of infant withdrawal were high, there were promising results suggesting early positive SP interactions may contribute to improvements in subsequent developmental outcomes.
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Affiliation(s)
- Anusha Lachman
- Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | - Marlette Burger
- Physiotherapy Division, Department of Health and Rehabilitation Sciences, Stellenbosch University, Cape Town, South Africa
| | - Esmè R Jordaan
- Biostatistics Unit, South African Medical Research Council, Durban, South Africa.,Statistics and Population Studies, University of the Western Cape, Cape Town, South Africa
| | - Jukka Leppanen
- Department of Psychology and Speech-Language Pathology, University of Turku, Turku, Finland
| | - Kaija Puura
- Department of Child Psychiatry, Tampere University, Tampere, Finland
| | - Dana J H Niehaus
- Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
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