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He P, Moraes TJ, Dai D, Reyna-Vargas ME, Dai R, Mandhane P, Simons E, Azad MB, Hoskinson C, Petersen C, Del Bel KL, Turvey SE, Subbarao P, Goldenberg A, Erdman L. Early prediction of pediatric asthma in the Canadian Healthy Infant Longitudinal Development (CHILD) birth cohort using machine learning. Pediatr Res 2024; 95:1818-1825. [PMID: 38212387 PMCID: PMC11245385 DOI: 10.1038/s41390-023-02988-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Revised: 11/29/2023] [Accepted: 12/15/2023] [Indexed: 01/13/2024]
Abstract
BACKGROUND Early identification of children at risk of asthma can have significant clinical implications for effective intervention and treatment. This study aims to disentangle the relative timing and importance of early markers of asthma. METHODS Using the CHILD Cohort Study, 132 variables measured in 1754 multi-ethnic children were included in the analysis for asthma prediction. Data up to 4 years of age was used in multiple machine learning models to predict physician-diagnosed asthma at age 5 years. Both predictive performance and variable importance was assessed in these models. RESULTS Early-life data (≤1 year) has limited predictive ability for physician-diagnosed asthma at age 5 years (area under the precision-recall curve (AUPRC) < 0.35). The earliest reliable prediction of asthma is achieved at age 3 years, (area under the receiver-operator curve (AUROC) > 0.90) and (AUPRC > 0.80). Maternal asthma, antibiotic exposure, and lower respiratory tract infections remained highly predictive throughout childhood. Wheezing status and atopy are the most important predictors of early childhood asthma from among the factors included in this study. CONCLUSIONS Childhood asthma is predictable from non-biological measurements from the age of 3 years, primarily using parental asthma and patient history of wheezing, atopy, antibiotic exposure, and lower respiratory tract infections. IMPACT Machine learning models can predict physician-diagnosed asthma in early childhood (AUROC > 0.90 and AUPRC > 0.80) using ≥3 years of non-biological and non-genetic information, whereas prediction with the same patient information available before 1 year of age is challenging. Wheezing, atopy, antibiotic exposure, lower respiratory tract infections, and the child's mother having asthma were the strongest early markers of 5-year asthma diagnosis, suggesting an opportunity for earlier diagnosis and intervention and focused assessment of patients at risk for asthma, with an evolving risk stratification over time.
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Affiliation(s)
- Ping He
- Center for Computational Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Theo J Moraes
- Translational Medicine Program, The Hospital for Sick Children, Toronto, ON, Canada
| | - Darlene Dai
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | | | - Ruixue Dai
- Translational Medicine Program, The Hospital for Sick Children, Toronto, ON, Canada
| | | | - Elinor Simons
- Department of Pediatrics & Child Health, University of Manitoba, Winnipeg, MB, Canada
| | - Meghan B Azad
- Department of Pediatrics & Child Health, University of Manitoba, Winnipeg, MB, Canada
| | - Courtney Hoskinson
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC, Canada
| | - Charisse Petersen
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Kate L Del Bel
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Stuart E Turvey
- Department of Pediatrics, BC Children's Hospital, University of British Columbia, Vancouver, BC, Canada
| | - Padmaja Subbarao
- Translational Medicine Program, The Hospital for Sick Children, Toronto, ON, Canada
| | - Anna Goldenberg
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Vector Institute, Toronto, ON, Canada
- CIFAR, Toronto, ON, Canada
| | - Lauren Erdman
- Center for Computational Medicine, The Hospital for Sick Children, Toronto, ON, Canada.
- Department of Computer Science, University of Toronto, Toronto, ON, Canada.
- Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada.
- Vector Institute, Toronto, ON, Canada.
- James M. Anderson Center for Health Centers Excellence, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
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Schuler CL, Kercsmar C, Mansour M, McDowell KM, Huang G, Hossain MM, Robinette ED, Beck AF. Identifying asthma-related risks during hospitalization using the child asthma risk assessment tool. J Asthma 2023; 60:2189-2197. [PMID: 37345884 DOI: 10.1080/02770903.2023.2228897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 06/20/2023] [Indexed: 06/23/2023]
Abstract
Objective: The Child Asthma Risk Assessment Tool (CARAT) identifies risk factors for asthma morbidity. We hypothesized that CARAT-identified risk factors (using a CARAT adapted for inpatient use) would be associated with future healthcare utilization and would identify areas for intervention.Methods: We reviewed CARAT data collected during pediatric asthma admissions from 2010-2015, assessing for risk factors in environmental, medical, and social domains and providing prompts for inpatient (specialist consultation or social services engagement) and post-discharge interventions (home care visit or home environmental assessment). Confirmatory factor analysis identified groups of CARAT-identified risk factors with similar effects on healthcare utilization (latent factors). Structural equation models then evaluated relationships between latent factors and future utilization.Results: There were 2731 unique patients admitted for asthma exacerbations; 1015 (37%) had complete CARAT assessments and were included in analyses. Those with incomplete CARAT assessments were more often younger and privately-insured. CARAT-identified risk factors across domains were common in children hospitalized for exacerbations. Risks in the environmental domain were most common. Inpatient asthma consults by pulmonologists or allergists and home care referrals were the most frequent interventions indicated (62%, 628/1015, and 50%, 510/1015, respectively). Two latent factors were positively associated with healthcare utilization in the year after index stay - social stressors and known/suspected allergies (both p < 0.05). Stratified analyses analyzing data just from those children with prior healthcare utilization also indicated known/suspected allergies to be positively associated with future utilization.Conclusions: Inpatient interventions to address social stressors and allergic profiles may be warranted to reduce subsequent asthma morbidity.
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Affiliation(s)
- Christine L Schuler
- Division of Hospital Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Carolyn Kercsmar
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Mona Mansour
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Karen M McDowell
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Guixia Huang
- Division of Epidemiology and Biostatistics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Md Monir Hossain
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Division of Epidemiology and Biostatistics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Eric D Robinette
- Division of Infectious Disease, Akron Children's Hospital, Akron, OH, USA
| | - Andrew F Beck
- Division of Hospital Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
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3
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Baumgartel K, Saint Fleur A, Prescott S, Fanfan D, Elliott A, Yoo JY, Koerner R, Harringon M, Dutra SO, Duffy A, Ji M, Groer MW. Social Determinants of Health Among Pregnant Hispanic Women and Associated Psychological Outcomes. J Racial Ethn Health Disparities 2023:10.1007/s40615-023-01852-7. [PMID: 37973772 PMCID: PMC11186463 DOI: 10.1007/s40615-023-01852-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 10/17/2023] [Accepted: 10/24/2023] [Indexed: 11/19/2023]
Abstract
BACKGROUND There has been a concerning surge in maternal mortality among Hispanic women in recent years. Compromised mental health is present in nearly half of all maternal deaths, and risk factors include poor social support and depression. OBJECTIVE Among Hispanic women who were born in the USA versus those not born in the USA, we sought to describe and compare social determinants of health and maternal psychological outcomes. METHODS Hispanic pregnant women (n = 579) were recruited from two clinics in Tampa, FL, and completed various questionnaires related to social determinants of health, depression, stress, and social support. STATISTICAL ANALYSIS Descriptive statistics, t-tests, and chi-square analyses were used to compare relationships between maternal nativity and subsequent psychosocial outcomes. Pearson correlations were used to explore associations between variables. RESULTS Hispanic pregnant women who were not born in the USA had lower incomes (χ2 = 5.68, p = 0.018, df = 1), were more likely to be unemployed (χ2 = 8.12, p = 0.004, df = 1), and were more likely to be married (χ2 = 4.79, p = 0.029, df = 1) when compared with those born in the USA. Those not born in the USA reported lower social support (t = 3.92, p<0.001), specifically the tangible (t = 4.18, p < 0.001) and emotional support subscales (t = 4.4, p<0.001). When compared with those born in the USA, foreign-born Hispanic women reported less stress (t = 3.23, p = 0.001) and depression (t = 3.3, p = 0.002). CONCLUSION Pregnant Hispanic women not born in the USA are at increased risk for suboptimal social determinants of health, including less social support. US-born women were more stressed and depressed and had higher BMIs.
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Affiliation(s)
- Kelley Baumgartel
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA.
| | - Angeline Saint Fleur
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA
| | - Stephanie Prescott
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA
| | - Dany Fanfan
- University of Florida College of Nursing, 1225 Center Drive, Gainesville, FL, 32619, USA
| | - Amanda Elliott
- University of Florida College of Medicine Psychiatry and Behavioral Neurosciences, 3515 Ave Tampa, Fletcher, FL, 33613, USA
| | - Ji Youn Yoo
- University of Tennessee Knoxville College of Nursing, 1412 Circle Dr, Knoxville, TN, 37996, USA
| | - Rebecca Koerner
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA
| | - Monalisa Harringon
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA
| | - Samia Ozorio Dutra
- University of Hawaii at Manoa Nancy Atmospera-Walch School of Nursing, 2528 McCarthy Mall, Webster Hall 440, Honolulu, HI, 96822, USA
| | - Allyson Duffy
- University of South Florida College of Nursing, 12912 USF Health Dr, Tampa, FL, 33612, USA
| | - Ming Ji
- University of New Mexico Health Sciences, 2500 Marble Ave NE, Albuquerque, NM, 87106, USA
| | - Maureen W Groer
- University of Tennessee Knoxville College of Nursing, 1412 Circle Dr, Knoxville, TN, 37996, USA
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4
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Vázquez VS, de Lima VB, de Mello LM, Duarte DCB, Saback de Oliveira TD, Cruz ÁA. Depression, suicidal motivation and suicidal ideation among individuals with asthma: a cross-sectional study. J Thorac Dis 2021; 13:6082-6094. [PMID: 34795954 PMCID: PMC8575806 DOI: 10.21037/jtd-20-3197] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 09/16/2021] [Indexed: 12/17/2022]
Abstract
Background Asthma is a chronic disease associated with risk of depression and suicidal events. The present study estimated the frequency of depression, suicidal motivation (SM) and suicidal ideation (SI) and identified clinical and psychosocial factors associated with these outcomes among individuals with asthma. Methods Cross-sectional study of a non-probabilistic sample of 1,358 adults with asthma and controls without asthma. Asthma severity and asthma control were assessed by a physician according to WHO (2009) and GINA (2012) criteria. Depression, SM and SI were screened by Beck Depression Inventory (BDI). Psychosocial factors were evaluated by a Community Violence Questionnaire, a Social Support Scale, a Stress Perceived Scale and a Resilience Scale. Chi-Square Test, and logistic regression models were performed to evaluate association between variables and outcomes. Results Among all participants, 222 (16.30%) had depression, 331 (24.40%) SM and 73 (5.40%) SI. There were 138 (12.10%) individuals with mild depression and SM, and 14 (1.20%) with mild depression and SI. After adjustment, severe asthma (SA) increased the chance of depression by 53.00% whereas mild to moderate asthma (MMA) increased by eleven-fold the likelihood of SI. Perception of low social support increased the chance of depression (OR 3.59; 95% CI, 2.44-5.28) and low resilience by (OR 2.96; 95% CI, 2.00-4.38); distress increased the odds of SM by 37.00%, and low affective support perception raised the likelihood of SI by (OR 6.82; 95% CI, 1.94-2.90). Conclusions Asthma, whether mild to moderate or severe, increased the chance of depression and SI. It is noteworthy that individuals with mild depression and MMA are at greater risk for SM and SI. Among the psychosocial variables, perception of low social support and low resilience were the variables associated with depression; distress impacted on SM, and the perception of low affective support raised the chance of SI.
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5
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Duh-Leong C, Dreyer BP, Huang TTK, Katzow M, Gross RS, Fierman AH, Tomopoulos S, Di Caprio C, Yin HS. Social Capital as a Positive Social Determinant of Health: A Narrative Review. Acad Pediatr 2021; 21:594-599. [PMID: 33017683 PMCID: PMC11194101 DOI: 10.1016/j.acap.2020.09.013] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 07/23/2020] [Accepted: 09/28/2020] [Indexed: 11/17/2022]
Abstract
Social determinants of health influence child health behavior, development, and outcomes. This paper frames social capital, or the benefits that a child receives from social relationships, as a positive social determinant of health that helps children exposed to adversity achieve healthy outcomes across the life course. Children are uniquely dependent on their relationships with surrounding adults for material and nonmaterial resources. We identify and define three relevant aspects of social capital: 1) social support, which is embedded in a 2) social network, which is a structure through which 3) social cohesion can be observed. Social support is direct assistance available through social relationships and can be received indirectly through a caregiver or directly by a child. A child's social network describes the people in a child's life and the relationships between them. Social cohesion represents the strength of a group to which a child belongs (eg, family, community). Pediatric primary care practices play an important role in fostering social relationships between families, the health care system, and the community. Further research is needed to develop definitional and measurement rigor for social capital, to evaluate interventions (eg, peer health educators) that may improve health outcomes through social capital, and to broaden our understanding of how social relationships influence health outcomes.
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Affiliation(s)
- Carol Duh-Leong
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY.
| | - Benard P Dreyer
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY
| | - Terry T-K Huang
- Department of Health Policy and Management, Center for Systems and Community Design, NYU-CUNY Prevention Research Center, City University of New York Graduate School of Public Health and Health Policy (TTKH), New York, NY
| | - Michelle Katzow
- Division of General Pediatrics, Department of Pediatrics, Zucker School of Medicine at Hofstra/Northwell (MK), New Hyde Park, NY
| | - Rachel S Gross
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY
| | - Arthur H Fierman
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY
| | - Suzy Tomopoulos
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY
| | | | - H Shonna Yin
- Division of General Pediatrics, Department of Pediatrics, New York University School of Medicine (CDL, BPD, RSG, AHF, ST, HSY), New York, NY
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6
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Asthmatic Symptoms in Children and Adolescents: the Role of Maternal Experiences of Racial Discrimination. J Racial Ethn Health Disparities 2021; 9:938-945. [PMID: 33821449 DOI: 10.1007/s40615-021-01032-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 03/11/2021] [Accepted: 03/26/2021] [Indexed: 10/21/2022]
Abstract
Emerging evidence suggests that vicarious racial experiences of discrimination may negatively influence child health. Few studies have focus on childhood asthma symptoms and potential moderators of such relationship. METHODS We used two population-based cross-sectional studies from the Social Change Allergy and Asthma in Latin America project in Salvador, Brazil. A total of 1003 children and mothers interviewed in 2006 were included, of whom 873 were reached again in 2013. Vicarious racial discrimination was assessed in mothers by applying the Experiences of Discrimination scale. Data on wheeze and environmental exposures were collected with standardized questionnaires. Levels of allergen-specific IgE were measured to identify atopy. Generalized estimating equations were used to estimate the association between maternal discrimination and wheezing and asthma phenotypes. Interaction terms were evaluated to identify whether mothers' mental health and family social support modified such associations. RESULTS Children whose mothers reported racial discrimination had greater odds of have asthma symptoms (OR 1.75; 95% CI 1.15-2.67) and non-atopic asthma (OR 1.92; 95% CI 1.09-3.40). When we considered effect modification by social support, we found a higher ORs when the level of social support was lower (OR 2.43; 95% IC 1.19-4.97) than when the level of social support was higher (OR 1.12; CI 0.64-1.96). CONCLUSION Maternal discrimination was associated with asthma symptoms and with non-atopic phenotype among their children. Enjoying wider social support network appears to buffer the effect on asthmatic symptoms. Intervention on childhood asthma needs to incorporate strategies that target the family.
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Morillo-Vanegas D, Sanchez-Salcedo P, Sebastián Ariño AF. Relationship between pediatric asthma and psychosocial status of caregivers. Respir Med 2020; 174:106187. [PMID: 33086135 DOI: 10.1016/j.rmed.2020.106187] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 09/17/2020] [Accepted: 10/05/2020] [Indexed: 10/23/2022]
Abstract
OBJECTIVE To determine the relationship between psychosocial caregiver disorders and childhood asthma. STUDY DESIGN We performed a matched case-control study with asthmatic children (6-14 years of age) from two different clinics in Zaragoza, Spain, between 2010 - 2016. Clinical data were collected from medical records and psychosocial disorders were assessed by interviewing the caregiver using validated questionnaires (Goldberg, CES-D, SF-12, PSS and SPIN). General analysis of cases and controls was performed using McNemar, Chi2 and Wilcoxon nonparametric tests. A logistic regression model to predict more severe asthma, adjusted by caregiver psychosocial disorders was performed. RESULTS 208 children were evaluated (104 cases). Mean age was 9.7 ± 2.4 years, with a male predominance (62.5%). Anxiety, social phobia, depression, acute and chronic psychological disorders, and poor quality of life related to mental health were significantly more prevalent in caregivers of asthmatic children (p<0.05). On multivariate analysis, all of the above disorders significantly increased the risk of uncontrolled asthma, where anxiety, acute psychological disorders, and chronic psychological disorders were the most significant (OR 8.54, 95%CI 3.46-21.05, p<0.001; OR 6.05, 95%CI 2.39-15.28, p<0.001; and OR 4.86, 95%CI 1.97-12.02, p=0.001, respectively). CONCLUSION The prevalence of psychosocial disorders in caregivers of asthmatic children is high, when compared to caregivers of healthy children. The presence of anxiety, social phobia, depression, and poor quality of life is associated with an increased risk of worse controlled asthma. Perhaps, early detection and treatment of these disorders could positively impact childhood asthma control.
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Affiliation(s)
- Dunibel Morillo-Vanegas
- Ernest Lluch Hospital, Respiratory Medicine Consultant, Calatayud, 1 Alemania St. 20, Cuarte de Huerva, Zaragoza, 50410, Spain.
| | - Pablo Sanchez-Salcedo
- Complejo Hospitalario de Navarra, Respiratory Medicine Consultant, Pamplona, 3 Irunlarrea St. Pamplona, Navarra, 31008, Spain.
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8
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da Costa ADPV, Dos Santos LM, Feitosa CA, de Miranda CT. Maternal common mental disorder over time and asthma control: The role of social support. Pediatr Allergy Immunol 2020; 31:628-635. [PMID: 32202344 DOI: 10.1111/pai.13249] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Revised: 03/10/2020] [Accepted: 03/11/2020] [Indexed: 11/28/2022]
Abstract
BACKGROUND Despite therapeutic advances, asthma prevalence remains high. Psychosocial factors, including maternal mental disorders, may be involved. This study aims to evaluate the association of maternal common mental disorders (CMDs) and their change over time with asthma morbidity in the child and to observe the effect of social support on this association. METHODS This prospective study involved 189 dyads of mothers and their asthmatic children aged between 2 and 14 years, assisted in specialized outpatient clinics. We measured the association of maternal CMD evolution (absent, maintained, or improved over time) with asthma control and visits to the emergency department (ED) due to asthma attacks through Poisson regression analysis. We further stratified the sample according to social support levels to identify a possible effect of this variable on the association of maternal psychological symptoms with asthma morbidity. RESULTS Compared with mothers who maintained CMD over time, maternal CMD absence had a protective effect on the occurrence of visits to the ED (RR: 0.45; 95% CI: 0.26-0.79) and maternal CMD improvement was associated with lower risk of uncontrolled asthma in the child (RR: 0.60; 95% CI: 0.37-0.97). There was a stronger association of maternal CMD improvement with asthma control in the child only for the stratum of mothers with high social support in its three dimensions (affective-social interaction, emotional-informational, and material dimensions). CONCLUSIONS Maternal CMD absence and improvement over the study period were protective factors for uncontrolled asthma in the child, mainly in the presence of high social support.
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Affiliation(s)
| | - Leticia Marques Dos Santos
- Institute of Humanities Arts and Sciences Professor Milton Santos, Federal University of Bahia, Salvador, Brazil
| | - Caroline Alves Feitosa
- Institute of Collective Health, Federal University of Bahia, Salvador, Brazil.,UNIFESP, Federal University of São Paulo, São Paulo, Brazil
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9
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Margolis R, Bellin MH, Sacco P, Harrington D, Butz A. Evaluation of MOS social support in low-income caregivers of African American children with poorly controlled asthma. J Asthma 2019; 56:951-958. [PMID: 30273501 PMCID: PMC6443510 DOI: 10.1080/02770903.2018.1510504] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Revised: 07/05/2018] [Accepted: 08/07/2018] [Indexed: 01/21/2023]
Abstract
Objective: The purpose of this study was to examine the factor structure of the Medical Outcomes Study Social Support Survey (MOS-SSS) in a sample of low-income, urban caregivers of African American children with poorly controlled asthma. Although the MOS-SSS is a commonly used measure of social support, its psychometric properties have not been studied in this population. Methods: Confirmatory factor analysis was conducted to determine the most appropriate factor structure for the MOS-SSS in caregivers of African American children with frequent Emergency Department visits for uncontrolled asthma. The following models were tested and compared using established fit statistics: an 18-item second-order four factor model, an 18-item four factor model, a bifactor model and an 18-item one factor model with nested models. Results: Participating caregivers were single (75.6%) and female (97%). An 18-item one factor version of the scale had the best fit statistics compared to the other models tested: χ 2 (142) = 308.319, p > 0.001; Root mean square error of approximation (RMSEA) = 0.077; CFI (Comparative Fit Index) = 0.990; and Tucker-Lewis Index (TLI) = 0.988. Construct validity was supported by a statistically significant negative relationship between our final MOS-SSS model and caregiver depressive symptoms ( β = -0.374, p < 0.001). Conclusions: The 18-item one factor MOS-SSS may be appropriate for use in research and clinical practice with caregivers of African American children with poorly controlled asthma. It appears promising as a mechanism to advance understanding of relationships between social support and asthma outcomes in this vulnerable population.
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Affiliation(s)
| | | | - Paul Sacco
- University of Maryland School of Social Work
| | | | - Arlene Butz
- The Johns Hopkins University School of Medicine, Department of Pediatrics
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10
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Veiga RV, Barbosa HJC, Bernardino HS, Freitas JM, Feitosa CA, Matos SMA, Alcântara-Neves NM, Barreto ML. Multiobjective grammar-based genetic programming applied to the study of asthma and allergy epidemiology. BMC Bioinformatics 2018; 19:245. [PMID: 29940834 PMCID: PMC6047363 DOI: 10.1186/s12859-018-2233-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Accepted: 06/04/2018] [Indexed: 12/22/2022] Open
Abstract
Background Asthma and allergies prevalence increased in recent decades, being a serious global health problem. They are complex diseases with strong contextual influence, so that the use of advanced machine learning tools such as genetic programming could be important for the understanding the causal mechanisms explaining those conditions. Here, we applied a multiobjective grammar-based genetic programming (MGGP) to a dataset composed by 1047 subjects. The dataset contains information on the environmental, psychosocial, socioeconomics, nutritional and infectious factors collected from participating children. The objective of this work is to generate models that explain the occurrence of asthma, and two markers of allergy: presence of IgE antibody against common allergens, and skin prick test positivity for common allergens (SPT). Results The average of the accuracies of the models for asthma higher in MGGP than C4.5. IgE were higher in MGGP than in both, logistic regression and C4.5. MGGP had levels of accuracy similar to RF, but unlike RF, MGGP was able to generate models that were easy to interpret. Conclusions MGGP has shown that infections, psychosocial, nutritional, hygiene, and socioeconomic factors may be related in such an intricate way, that could be hardly detected using traditional regression based epidemiological techniques. The algorithm MGGP was implemented in c ++ and is available on repository: http://bitbucket.org/ciml-ufjf/ciml-lib. Electronic supplementary material The online version of this article (10.1186/s12859-018-2233-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Rafael V Veiga
- Center of Data and Knowledge Integration for Health (CIDACS), Instituto Gonçalo Muniz, Fundação Oswaldo Cruz, Salvador, Brazil. .,Universidade Federal de Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil.
| | - Helio J C Barbosa
- Universidade Federal de Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil.,Laboraório Nacional de Computação Científica, Petrópolis, Rio de Janeiro, Brazil
| | - Heder S Bernardino
- Universidade Federal de Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil
| | - João M Freitas
- Universidade Federal de Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil
| | - Caroline A Feitosa
- Instituto de Saúde Coletiva, Universidade Federal da Bahia, Savador, Bahia, Brazil
| | - Sheila M A Matos
- Instituto de Saúde Coletiva, Universidade Federal da Bahia, Savador, Bahia, Brazil
| | | | - Maurício L Barreto
- Center of Data and Knowledge Integration for Health (CIDACS), Instituto Gonçalo Muniz, Fundação Oswaldo Cruz, Salvador, Brazil.,Instituto de Saúde Coletiva, Universidade Federal da Bahia, Savador, Bahia, Brazil
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Letourneau NL, Kozyrskyj AL, Cosic N, Ntanda HN, Anis L, Hart MJ, Campbell TS, Giesbrecht GF. Maternal sensitivity and social support protect against childhood atopic dermatitis. ALLERGY, ASTHMA, AND CLINICAL IMMUNOLOGY : OFFICIAL JOURNAL OF THE CANADIAN SOCIETY OF ALLERGY AND CLINICAL IMMUNOLOGY 2017; 13:26. [PMID: 28559916 PMCID: PMC5446757 DOI: 10.1186/s13223-017-0199-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2016] [Accepted: 05/17/2017] [Indexed: 12/30/2022]
Abstract
BACKGROUND Many studies have identified associations between qualities of maternal-child relationships and childhood asthma, but few have examined associations with childhood atopic dermatitis (AD), a common precursor to asthma. Moreover, maternal psychological distress, including prenatal and postnatal depression, anxiety and stress, may increase risk, while social support from partners may reduce risk for childhood AD. We sought to uncover the association between maternal-infant relationship qualities (maternal sensitivity towards infant behavioral signals, controlling behavior, and unresponsiveness) and child AD after accounting for risk (i.e., prenatal and postnatal maternal depression, anxiety and stress) and protective (i.e., social support) factors. METHODS We conducted a secondary analysis of data collected on a subsample of 242 women and their infants enrolled during pregnancy in the ongoing Alberta Pregnancy Outcomes and Nutrition cohort study. Inclusion criteria required mothers to be >16 years of age, English speaking and <22 weeks gestational age at enrollment. Data on depression, anxiety and stress in the prenatal and postnatal periods and physician diagnosis of childhood AD at 18 months were gathered via maternal report. Maternal sensitivity, unresponsiveness and controlling behaviours were assessed via videotaped observations using the Child-Adult Relationship Experimental (CARE)-Index at 6 months of infant age. RESULTS Higher maternal sensitivity, or the inability of the mother to appropriately understand and respond to infant needs based on behavioral signals, predicted reduced odds of AD independent of and in combination with low prenatal and postnatal anxiety and high paternal support. After adjustment, higher maternal controlling behaviours and unresponsiveness also predicted greater odds of AD. CONCLUSIONS Low maternal sensitivity is a risk factor for childhood AD, independently and in combination with perinatal anxiety and low social support. Thus, interventions that improve maternal-infant relationship quality, especially sensitivity, reduce anxiety and improve social support from partners could reduce odds of childhood AD.
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Affiliation(s)
- Nicole L. Letourneau
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - Anita L. Kozyrskyj
- Departments of Pediatrics, Obstetrics & Gynecology, Faculty of Medicine and Dentistry, and School of Public Health, University of Alberta, Edmonton, AB T6G 2R3 Canada
| | - Nela Cosic
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - Henry N. Ntanda
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - Lubna Anis
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - Martha J. Hart
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - Tavis S. Campbell
- Department of Psychology, University of Calgary, Calgary, AB T2N 1N4 Canada
| | - Gerald F. Giesbrecht
- Cumming School of Medicine, Department of Pediatrics & Community Health Sciences, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
| | - The APrON Team
- Faculty of Nursing, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Departments of Pediatrics & Psychiatry, University of Calgary, Calgary, AB T2N 4N1 Canada
- Departments of Pediatrics, Obstetrics & Gynecology, Faculty of Medicine and Dentistry, and School of Public Health, University of Alberta, Edmonton, AB T6G 2R3 Canada
- Department of Psychology, University of Calgary, Calgary, AB T2N 1N4 Canada
- Cumming School of Medicine, Department of Pediatrics & Community Health Sciences, University of Calgary, Calgary, AB T2N 4N1 Canada
- Child Development Centre, ACHRI Owerko Centre, 3rd Floor, 2888 Shaganappi Trail, Calgary, AB T3B 6A8 Canada
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Wang L, Guo X, Wu T, Lv L, Zhang Z. Short-term effects of social encouragement on exercise behavior: insights from China's Wanbu network. Public Health 2017; 148:25-29. [PMID: 28404530 DOI: 10.1016/j.puhe.2017.03.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Revised: 02/17/2017] [Accepted: 03/03/2017] [Indexed: 10/19/2022]
Abstract
OBJECTIVES The objective is to explore the short-term effects of social encouragement on exercise behavior in China. STUDY DESIGN A longitudinal observational study. METHODS We collected longitudinal data on exercise and social interactions through public access to the Wanbu network, a large Chinese social network designed to encourage people to walk more. Our data set consisted of 5010 subjects who participated in the network between March 14, 2014, and September 4, 2015, and had at least one social interaction recorded. The data were analyzed using linear regression models relating the number of steps (NS) walked per day to the number of comments (NC), number of thumbs-up (NT), and number of posts (NP) received on the previous day, while adjusting for day of week, quarter of year, and a fixed or random subject effect, with or without a lag term (NS on the previous day) to account for serial correlation. RESULTS We found that all three social interactions have positive effects on the next day's exercise level. The estimated effect sizes can be ordered as NT > NC > NP for each of the four models considered. The results also indicate that the participants walked less in the first quarter than in the other three quarters and more on weekdays than on weekends, with Monday being the most active day of a week. CONCLUSION Social encouragement has positive short-term effects on exercise behavior.
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Affiliation(s)
- Liuan Wang
- eHealth Research Institute, School of Management, Harbin Institute of Technology, Harbin, China.
| | - Xitong Guo
- eHealth Research Institute, School of Management, Harbin Institute of Technology, Harbin, China.
| | - Tianshi Wu
- eHealth Research Institute, School of Management, Harbin Institute of Technology, Harbin, China.
| | - Lucheng Lv
- National Science Library, Chinese Academy of Sciences, Beijing, China.
| | - Zhiwei Zhang
- Department of Statistics, University of California, Riverside, USA.
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Feitosa CA, Santos DN, Barreto ML, Rodrigues LC. The effect of internalization and other psychologic factors on the remission and severity of wheeze in children. Pediatr Allergy Immunol 2016; 27:398-403. [PMID: 26843104 DOI: 10.1111/pai.12545] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/01/2016] [Indexed: 11/28/2022]
Abstract
BACKGROUND Asthma prevalence in Latin America is high and continues to increase. There is evidence that the psychologic characteristics of the child are associated with greater asthma morbidity. This study aimed to investigate the independent effect of internalizing/externalizing problems on two asthma/wheeze outcomes: (i) remission and (ii) progression to severity on Latin American children with mild asthma symptoms at baseline. METHODS This was a prospective study in a cohort of 371 asthmatic children living in a poor urban area in Salvador, Brazil. The psychologic characteristics of the child were assessed using the Child Behavior Checklist (CBCL), and wheezing was defined using the ISAAC questionnaire at the start and end of follow-up. A multiple logistic regression model with random effects was used to examine the association between the psychologic components and both outcomes. RESULTS Remission of symptoms of wheeze was observed among 229 (61.73%) children. Remission was 56% lower among children with internalizing problems (OR = 0.54, 95% CI 0.33-0.87, p = 0.01). In addition, we found that 19 (8.76%) of the children acquired severe symptoms during follow-up and there was strong evidence of the effect of internalizing problems in increasing the risk of progression to severe wheeze symptoms (OR = 4.03, 95% CI 1.39-11.70, p = 0.01). CONCLUSIONS Children with internalizing problems but not externalizing had less remission of wheezing, and a higher risk of acquiring severe symptoms. These results highlight the importance of psychologic care for children with asthma, to improve the prognosis of this condition.
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Affiliation(s)
- Caroline A Feitosa
- Institute of Collective Health, Federal University of Bahia - ISC/UFBA, Salvador, Brazil
| | - Darci N Santos
- Institute of Collective Health, Federal University of Bahia - ISC/UFBA, Salvador, Brazil
| | - Maurício L Barreto
- Institute of Collective Health, Federal University of Bahia - ISC/UFBA, Salvador, Brazil
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Bonfim CB, dos Santos DN, Barreto ML. The association of intrafamilial violence against children with symptoms of atopic and non-atopic asthma: A cross-sectional study in Salvador, Brazil. CHILD ABUSE & NEGLECT 2015; 50:244-253. [PMID: 26149733 PMCID: PMC4685965 DOI: 10.1016/j.chiabu.2015.05.021] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Revised: 05/17/2015] [Accepted: 05/27/2015] [Indexed: 06/04/2023]
Abstract
This study aims to describe the types of intrafamilial violence perpetrated against children according to living conditions, family factors, and child characteristics, and to identify the association between types of intrafamilial violence and asthma symptoms in atopic and non-atopic children. A cross-sectional study was carried out with 1,370 caregivers as part of the Social Changes, Asthma and Allergy in Latin America (SCAALA) study, conducted in 2006 in Brazil. The study population was selected by random sampling. The main outcome measures were atopic and non-atopic asthma. We investigate the association between intrafamilial violence and asthma symptoms in atopic and non-atopic children. A backward multivariate logistic polytomous regression was performed to verify the main association. Nonviolent discipline (NVD) and maltreatment nonviolent discipline (MNVD) were positively associated with non-atopic asthma symptoms (NVD: odds ratio (OR)=1.95/95% confidence interval (CI)=1.17-3.25; MNVD: OR=1.95/95% CI=1.19-3.20). However, for the most severe intrafamilial violence, this association was not found after control of potential confounders. This study demonstrates the effect of types of intrafamilial violence on non-atopic asthma. Intrafamilial violence against children represents one more component in the determination of non-atopic asthma in Latin America.
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Scheckner B, Arcoleo K, Feldman JM. The effect of parental social support and acculturation on childhood asthma control. J Asthma 2015; 52:606-13. [PMID: 25428771 PMCID: PMC4662868 DOI: 10.3109/02770903.2014.991969] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2014] [Revised: 10/23/2014] [Accepted: 11/22/2014] [Indexed: 11/13/2022]
Abstract
OBJECTIVE There exists large ethnic disparities in asthma among Latino children; Puerto Ricans (PRs) are disproportionately affected, while Mexicans have the lowest prevalence and morbidity. Disparities are poorly understood, however, acculturation and social support are suggested to influence asthma control among children. This study investigated the relationship between acculturation, social support and asthma control among PR and Mexican children and their caregivers. METHODS Primary caregiver-child dyads (n = 267) of PR (n = 79) and Mexican (n = 188) descent were recruited from clinics at two inner-city hospitals in Bronx, NY and three clinics in Phoenix, AZ. Children were 5-12 years of age and had a confirmed asthma diagnosis. Dyads completed measures of social support, acculturation and asthma control; logistic regression was used for analysis. RESULTS Mexican children had better asthma control than PR children (p < 0.001). PR caregivers were more acculturated than Mexican caregivers (p < 0.05); however, acculturation did not predict control. Across Latino subgroups caregivers' total level of social support predicted better asthma control among children (p < 0.05), and support received from family and friends each independently predicted better control (p < 0.05). CONCLUSIONS Results suggest that social support reduces some of the burden associated with asthma management enabling caretakers to better control their children's asthma.
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Affiliation(s)
- Bari Scheckner
- Ferkauf Graduate School of Psychology, Yeshiva University, NY
| | | | - Jonathan M. Feldman
- Ferkauf Graduate School of Psychology, Yeshiva University, NY
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, NY
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Guibas GV, Megremis S, West P, Papadopoulos NG. Contributing factors to the development of childhood asthma: working toward risk minimization. Expert Rev Clin Immunol 2015; 11:721-35. [PMID: 25873298 DOI: 10.1586/1744666x.2015.1035649] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Asthma is the most common chronic disease in childhood, and considerable research has been undertaken to find ways to prevent its development and reduce its prevalence. For such interventions to be successful, risk factors for asthma emergence should be identified and clearly defined. Data are robust for some of them, including atopy, viral infections and exposure to airborne irritants, whereas it is less conclusive for others, such as aeroallergen exposure and bacterial infections. Several interventions for asthma prevention, including avoidance and pharmacotherapy, have been attempted. However, most of them have furnished equivocal results. Various issues hinder the establishment of risk factors for asthma development and reduce the effectiveness of interventions, including the complexity of the disease and the fluidity of the developing systems in childhood. In this review, we revisit the evidence on pediatric asthma risk factors and prevention and discuss issues that perplex this field.
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Affiliation(s)
- George V Guibas
- Centre for Pediatrics and Child Health, Institute of Human Development, University of Manchester, Manchester, UK
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Risk factors for non-atopic asthma/wheeze in children and adolescents: a systematic review. Emerg Themes Epidemiol 2014; 11:5. [PMID: 24963333 PMCID: PMC4068161 DOI: 10.1186/1742-7622-11-5] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 05/30/2014] [Indexed: 12/11/2022] Open
Abstract
Background The study of non-atopic asthma/wheeze in children separately from atopic asthma is relatively recent. Studies have focused on single risk factors and had inconsistent findings. Objective To review evidence on factors associated with non-atopic asthma/wheeze in children and adolescents. Methods A review of studies of risk factors for non-atopic asthma/wheeze which had a non-asthmatic comparison group, and assessed atopy by skin-prick test or allergen-specific IgE. Results Studies of non-atopic asthma/wheeze used a wide diversity of definitions of asthma/wheeze, comparison groups and methods to assess atopy. Among 30 risk factors evaluated in the 43 studies only 3 (family history of asthma/rhinitis/eczema, dampness/mold in the household, and lower respiratory tract infections in childhood) showed consistent associations with non-atopic asthma/wheeze. No or limited period of breastfeeding was less consistently associated with non-atopic asthma/wheeze. The few studies examining the effects of overweight/obesity and psychological/social factors showed consistent associations. We used a novel graphical presentation of different risk factors for non-atopic asthma/wheeze, allowing a more complete perception of the complex pattern of effects. Conclusions More research using standardized methodology is needed on the causes of non-atopic asthma.
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Smyth JM, Zawadzki MJ, Santuzzi AM, Filipkowski KB. Examining the effects of perceived social support on momentary mood and symptom reports in asthma and arthritis patients. Psychol Health 2014; 29:813-31. [PMID: 24568534 DOI: 10.1080/08870446.2014.889139] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
OBJECTIVE Social support has been linked to beneficial effects on health directly (main effect) and as a buffer to stress. Most research, however, has examined these relationships using global and retrospective assessments of health and stress, which may be subject to recall biases. This study used ambulatory ecological momentary assessment (EMA) methods to test the main and stress-buffering effects of social support on the daily health and well-being of asthma and rheumatoid arthritis (RA) patients. DESIGN Community volunteers with asthma (n = 97) or RA (n = 31) responded to EMA prompts five times daily for one week. MAIN OUTCOMES Baseline perceived social support was obtained, and then, participants reported mood, stress and symptoms using EMA. Multilevel mixed-modelling examined whether social support predicted mood and symptoms directly or via stress-reducing effects. RESULTS Supporting a main effect, more perceived social support predicted decreased negative mood and stress severity. Supporting a stress-buffering effect, more perceived social support resulted in fewer reported symptoms when stress was present. CONCLUSION Results suggest perceived social support directly relates to better ambulatory status and dynamically buffers individuals against the negative effects of stressors, and highlight the importance of studying social support across different temporal and contextual levels.
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Affiliation(s)
- Joshua M Smyth
- a Department of Biobehavioral Health , Pennsylvania State University , University Park , PA , USA
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