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van Noort-van der Spek IL, Dudink J, Reiss IK, Franken MCJP. Early Speech Sound Production and Its Trajectories in Very Preterm Children From 2 to 4 Years of Age. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2022; 65:1294-1310. [PMID: 35263167 DOI: 10.1044/2021_jslhr-21-00388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
PURPOSE Very preterm (VPT) children are at risk for speech and language problems throughout school age. However, little is known about early speech sound production in these children. This study aims to present a detailed description of early speech sound production and its trajectories in VPT children from 2 to 4 years of age. In addition, this study aimed to determine if early speech sound production is associated with speech production and expressive language function at 4 years of age. METHOD In 63 VPT children (< 32 weeks of gestation, 41 boys, mean gestational age = 28.8 weeks, mean birth weight = 1,135 g), speech sound production was assessed by naturalistic speech analysis at 2 years of corrected age and speech and language function by standardized tests at 4 years of age. RESULTS Speech sound production was found to be abnormal in 49% of the VPT children at 2 years of age and in 19% at 4 years of age. Four different speech production trajectories from 2 to 4 years of age could be identified: a normal trajectory, an abnormal trajectory, a catch-up trajectory, and a growing-into-deficit trajectory. Early speech production, defined by the number of acquired consonants at 2 years of age, significantly predicted the word production score at 4 years of age and the sentence production score at 4 years of age. CONCLUSIONS Compared to the general population, an alarmingly high proportion of VPT children showed speech production problems at 2 years of age. About half of these children showed persistent speech problems at 4 years of age. Moreover, these problems were associated with expressive language problems at the age of 4 years. SUPPLEMENTAL MATERIAL https://doi.org/10.23641/asha.19310822.
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Affiliation(s)
- Inge L van Noort-van der Spek
- Department of Otorhinolaryngology, Sophia Children's Hospital, Erasmus Medical University Center, Rotterdam, the Netherlands
| | - Jeroen Dudink
- Division of Neonatology, Department of Pediatrics, Sophia Children's Hospital, Erasmus Medical University Center, Rotterdam, the Netherlands
- Division of Neonatology, Department of Pediatrics, Wilhelmina Children's Hospital, University Medical Centre, Utrecht, the Netherlands
| | - Irwin K Reiss
- Division of Neonatology, Department of Pediatrics, Sophia Children's Hospital, Erasmus Medical University Center, Rotterdam, the Netherlands
| | - Marie-Christine J P Franken
- Department of Otorhinolaryngology, Sophia Children's Hospital, Erasmus Medical University Center, Rotterdam, the Netherlands
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van Noort-van der Spek IL, Franken MCJP, Swarte RMC, Weisglas-Kuperus N. Validity of an early parent-report questionnaire for language disorder in very preterm children from 2 to 10 years of age. Eur J Paediatr Neurol 2021; 34:1-6. [PMID: 34245929 DOI: 10.1016/j.ejpn.2021.06.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 05/24/2021] [Accepted: 06/14/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Language problems at an early age in very preterm (VP) children can have a detrimental effect on other developmental domains and often persist throughout childhood. The aim of this study was to examine the concurrent and predictive validity of an early language parent-report questionnaire for language disorder in VP children from 2 to 10 years of age. MATERIALS AND METHODS In 80 VP children (<32 weeks' gestation) without major disabilities, a parent-questionnaire and formal language assessment, both normed for the general population, were administered at 2 years corrected age (CA). Of these infants, 62 were seen for follow-up formal language assessment at age 4 and 61 were seen at age 10. Sensitivity and specificity values were calculated. RESULTS The Lexi-list showed acceptable concurrent validity for word production scores obtained at age 2 CA. The predictive validity was good for sentence production and acceptable for word production scores obtained at age 4, and low for language production scores obtained at age 10. A Lexi-list cut-off score of <85 (i.e., <-1 SD) was found optimal. INTERPRETATION A norm-referenced parent-report questionnaire is a useful, first screening tool in a neonatal follow-up. It not only detected early language disorder at age 2 CA but also proved to be a good predictor for language disorder at age 4. However, it did not predict language disorder at age 10. Formal language assessment at age 4 would therefore be recommended for children with an abnormal parent-report language score at age 2 CA.
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Affiliation(s)
- Inge L van Noort-van der Spek
- Department of Otorhinolaryngology at Erasmus University Medical Center-Sophia Children's Hospital, Rotterdam, Netherlands.
| | - Marie-Christine J P Franken
- Department of Otorhinolaryngology at Erasmus University Medical Center-Sophia Children's Hospital, Rotterdam, Netherlands
| | - Renate M C Swarte
- Division of Neonatology, Department of Pediatrics at Erasmus University Medical Center-Sophia Children's Hospital, Rotterdam, Netherlands
| | - Nynke Weisglas-Kuperus
- Division of Neonatology, Department of Pediatrics at Erasmus University Medical Center-Sophia Children's Hospital, Rotterdam, Netherlands
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Soriano JU, Hustad KC. Speech-Language Profile Groups in School Aged Children with Cerebral Palsy: Nonverbal Cognition, Receptive Language, Speech Intelligibility, and Motor Function. Dev Neurorehabil 2021; 24:118-129. [PMID: 33356732 PMCID: PMC7856067 DOI: 10.1080/17518423.2020.1858360] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Purpose: To explore the relationship of intelligibility, receptive language, executive functioning, and motor skills to nonverbal cognitive skills among children with cerebral palsy (CP) in different speech-language profile groups. Method: Twenty-seven children with CP aged 10-12 years old participated in the study. They completed a battery of standard clinical assessments. The relationship of various skillsets with nonverbal cognitive ability was explored using correlational procedures. Additionally, we examined pairwise differences in nonverbal cognitive skills among profile groups. Cohen's Kappa and Chi-square tests were used to study the consistency of receptive language and nonverbal cognitive performance. Results: Children who showed better nonverbal cognitive abilities demonstrated better motor, receptive language, and intelligibility skills. Nonverbal cognition was generally consistent with receptive language. Conclusion: Nonverbal cognitive impairment often co-occurs with language and speech motor impairment among children with CP. Speech-language profile groups are a useful framework for describing both communication and cognitive abilities.
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Affiliation(s)
- Jennifer U. Soriano
- Wisconsin Intelligibility, Speech, and Communication Laboratory, Waisman Center, University of Wisconsin – Madison, Madison, WI, USA,Department of Communication Sciences & Disorders, University of Wisconsin – Madison, Madison, WI, USA
| | - Katherine C. Hustad
- Wisconsin Intelligibility, Speech, and Communication Laboratory, Waisman Center, University of Wisconsin – Madison, Madison, WI, USA,Department of Communication Sciences & Disorders, University of Wisconsin – Madison, Madison, WI, USA
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Sentenac M, Johnson S, Charkaluk ML, Sëppanen AV, Aden U, Cuttini M, Maier R, Mannamaa M, Zeitlin J. Maternal education and language development at 2 years corrected age in children born very preterm: results from a European population-based cohort study. J Epidemiol Community Health 2020; 74:346-353. [PMID: 31996408 DOI: 10.1136/jech-2019-213564] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Revised: 01/06/2020] [Accepted: 01/11/2020] [Indexed: 11/03/2022]
Abstract
BACKGROUND Socioeconomic factors influence language development in the general population, but the association remains poorly documented in children born very preterm (VPT). We assessed the impact of maternal education on language development in children born VPT and effect modification by perinatal risk. METHODS Data were from the Effective Perinatal Intensive Care in Europe (EPICE) population-based cohort of children born <32 weeks' gestational age (GA) in 2011/2012. Regions from six countries (Estonia, France, Germany, Italy, Sweden and UK) used a validated short form MacArthur Developmental Communicative Inventories Checklist to assess language at 2 years corrected age. Perinatal variables were collected from clinical records. We assessed expressive language delay (ELD), defined as (a) not combining words; and (b) expressive vocabulary <10th percentile of norms for age and sex. Perinatal risk (low, moderate and high) was determined using GA, small for GA and neonatal morbidities. We estimated adjusted risk ratios (aRR) of ELD by maternal education with inverse weighting to account for non-response bias. RESULTS Of 2741 children, 24.6% were not combining words and 39.7% had a low expressive vocabulary. Low maternal education (lower secondary or less compared with a bachelor's degree or more) increased risks of ELD: not combining words: aRR=1.52 (95% CI 1.36 to 1.69); low expressive vocabulary: aRR=1.25 (1.04 to 1.51). For children with low perinatal risk, the aRR were 1.88 (1.26 to 2.80) and 1.44 (1.06 to 1.95), respectively, compared with those with high perinatal risks: 1.36 (1.10 to 1.67) and 1.11 (0.97 to 1.27), respectively. CONCLUSION Low maternal education affects ELD for children born VPT, although the association appears attenuated among those with highest perinatal risk.
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Affiliation(s)
- Mariane Sentenac
- Université de Paris, CRESS, Obstetrical Perinatal and Pediatric Epidemiology Research Team, EPOPé, INSERM, INRA, F-75004 Paris, France
| | - Samantha Johnson
- Department of Health Sciences, University of Leicester, Leicester, Leicestershire, UK
| | - Marie-Laure Charkaluk
- Université de Paris, CRESS, Obstetrical Perinatal and Pediatric Epidemiology Research Team, EPOPé, INSERM, INRA, F-75004 Paris, France
- Université Catholique de Lille, Lille, France ; Service de néonatologie, Hôpital Saint Vincent de Paul, Groupement des Hôpitaux de l'Institut Catholique Lillois/Faculté de Médecine et Maïeutique, Lille, France
| | - Anna-Veera Sëppanen
- Université de Paris, CRESS, Obstetrical Perinatal and Pediatric Epidemiology Research Team, EPOPé, INSERM, INRA, F-75004 Paris, France
| | - Ulrika Aden
- Department of Women's and Children's Health, Karolinska Institute, Stockholm, Sweden
| | - Marina Cuttini
- Clinical Care and Management Innovation Research Area, Bambino Gesù Pediatric Hospital, Roma, Lazio, Italy
| | - Rolf Maier
- Children's Hospital, University Hospital, Philipps-University Marburg, Marburg, Germany
| | - Mairi Mannamaa
- Department of Pediatrics, University of Tartu, Children's Clinic of Tartu University Hospital, Tartu, Estonia
| | - Jennifer Zeitlin
- Université de Paris, CRESS, Obstetrical Perinatal and Pediatric Epidemiology Research Team, EPOPé, INSERM, INRA, F-75004 Paris, France
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Language Skills in Children Born Preterm (<30 Wks' Gestation) Throughout Childhood: Associations With Biological and Socioenvironmental Factors. J Dev Behav Pediatr 2019; 40:735-742. [PMID: 31613841 DOI: 10.1097/dbp.0000000000000742] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
OBJECTIVE To examine the individual and collective contribution of biological and socioenvironmental factors associated with language function at 2, 5, 7, and 13 years in children born preterm (<30 weeks' gestation or <1250 g birth weight). METHODS Language function was assessed as part of a prospective longitudinal study of 224 children born preterm at 2, 5, 7, and 13 years using age-appropriate tools. Language Z-scores were generated based on a contemporaneous term-born control group. A selection of biological factors (sex, small for gestational age, bronchopulmonary dysplasia, infection, and qualitatively defined brain injury) and early socioenvironmental factors at age 2 years (primary income earner employment status and type, primary caregiver education level, English as a second language, parental mental health history, parent sensitivity and facilitation, and parent-child synchrony) was chosen a priori. Associations were assessed using univariable and multivariable linear regression models applied to outcomes at each time point. RESULTS Higher primary caregiver education level, greater parent-child synchrony, and parent sensitivity were independently associated with better language function across childhood. Socioenvironmental factors together explained an increasing percentage of the variance (9%-18%) in language function from 2 to 13 years of age. In comparison, there was little evidence for associations between biological factors and language function, even during early childhood years. CONCLUSION This study highlights the importance of socioenvironmental factors over biological factors for language development throughout childhood. Some of these socioenvironmental factors are potentially modifiable, and parent-based interventions addressing parenting practices and education may benefit preterm children's language development.
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Charkaluk ML, Rousseau J, Benhammou V, Datin-Dorrière V, Flamant C, Gire C, Kern S, Pierrat V, Kaminski M, Marret S. Association of Language Skills with Other Developmental Domains in Extremely, Very, and Moderately Preterm Children: EPIPAGE 2 Cohort Study. J Pediatr 2019; 208:114-120.e5. [PMID: 30879730 DOI: 10.1016/j.jpeds.2018.12.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Revised: 11/10/2018] [Accepted: 12/05/2018] [Indexed: 12/15/2022]
Abstract
OBJECTIVE To analyze language skills in children born at 24-34 weeks of gestation at 2 years of corrected age and the association between language and other developmental domains. STUDY DESIGN We included 2424 children (64% of the eligible population) from the French population-based EPIPAGE 2 cohort study. At 2 years' corrected age, children were screened with the French short version of the MacArthur-Bates Communication Developmental Inventories and the Ages and Stages Questionnaire completed by parents. RESULTS Small lexicon size, <10th percentile of the calibration sample (ie, 28 words in a list of 100) was observed in 135 of 300 children (45%) born at 23-26 weeks, 484 of 1513 (32%) born at 27-31 weeks, and 165 of 611 (27%) born at 32-34 weeks of gestation. Small lexicon size was associated with 2 other language measures: word combination use and the Ages and Stages Questionnaire communication domain score. It was also significantly associated with the Ages and Stages Questionnaire score below the threshold in the other developmental domains (gross motor function, fine motor function, problem solving skills, and personal social skills) for all gestational age groups, after adjustment for potential confounders. Overall, 46% of children with a small lexicon size had ≥1 of these domains below the threshold, as compared with only 22% of children without a small lexicon size. CONCLUSIONS These results highlight the usefulness of the MacArthur-Bates Communication Developmental Inventories in preterm children, especially those who do not participate in specialized follow-up. A small lexicon size points to developmental difficulties in language and increased risk for other developmental and neurobehavioral functions.
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Affiliation(s)
- Marie-Laure Charkaluk
- Obstetrical, Perinatal and Pediatric Epidemiology Research Team, Epidemiology and Biostatistics Sorbonne Paris Cité Research Center (U1153), INSERM, Paris, France; Paris Descartes University, Paris, France; Université Catholique de Lille, Lille, France; Service de néonatologie, Hôpital Saint Vincent de Paul, Groupement des Hôpitaux de l'Institut Catholique Lillois/Faculté de Médecine et Maïeutique, Lille, France.
| | - Jessica Rousseau
- Obstetrical, Perinatal and Pediatric Epidemiology Research Team, Epidemiology and Biostatistics Sorbonne Paris Cité Research Center (U1153), INSERM, Paris, France; Paris Descartes University, Paris, France
| | - Valérie Benhammou
- Obstetrical, Perinatal and Pediatric Epidemiology Research Team, Epidemiology and Biostatistics Sorbonne Paris Cité Research Center (U1153), INSERM, Paris, France; Paris Descartes University, Paris, France
| | - Valérie Datin-Dorrière
- Paris Descartes University, Paris, France; CHU de Caen, Néonatologie-Réanimation, Avenue de la Côte de Nacre, Caen, France; Université Paris Descartes, CNRS UMR 8240 « LaPsyDé », Laboratoire A Binet, Sorbonne, 46 rue Saint Jacques, Paris, France
| | - Cyril Flamant
- Médecine néonatale, CHU de Nantes, Hôpital Mère Enfant, 38 boulevard Jean Monnet, Nantes cedex, France
| | - Catherine Gire
- APHM, Néonatologie-Camsp, Marseille, France; AMU Aix Marseille Université, EA 3279, Santé Publique et maladies chroniques, Qualité de vie, concepts, usages et limites, Déterminants, Faculté de médecine, Marseille, France
| | | | - Véronique Pierrat
- Obstetrical, Perinatal and Pediatric Epidemiology Research Team, Epidemiology and Biostatistics Sorbonne Paris Cité Research Center (U1153), INSERM, Paris, France; Paris Descartes University, Paris, France; CHU Lille, Department of Neonatal Medicine, Jeanne de Flandre Hospital, F-59000 Lille, France
| | - Monique Kaminski
- Obstetrical, Perinatal and Pediatric Epidemiology Research Team, Epidemiology and Biostatistics Sorbonne Paris Cité Research Center (U1153), INSERM, Paris, France; Paris Descartes University, Paris, France
| | - Stéphane Marret
- Department of Neonatal Medicine, Neuropediatrics and Functional Education of the Child Rouen University Hospital, Rouen, France; INSERM U1245, Neurovasc team, Perinatal neurological handicap and Neuroprotection IRIB, School of Medicine, Rouen University, Rouen, France
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Persistent unexplained physical symptoms: a prospective longitudinal cohort study in UK primary care. Br J Gen Pract 2019; 69:e246-e253. [PMID: 30692088 DOI: 10.3399/bjgp19x701249] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2018] [Accepted: 10/16/2018] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Unexplained physical symptoms (UPS) are extremely common among primary care attenders, but little is known about their longer-term outcome. AIM To investigate the persistence of somatic symptoms at 6 months among a cohort with multiple UPS, and identify prognostic factors associated with worsening symptom scores. DESIGN AND SETTING Prospective longitudinal cohort study involving adults attending UK general practice in North and Central London between January and December 2013. METHOD Consecutive adults attending nine general practices were screened to identify those with at least three UPS. Eligible participants completed measures of symptom severity (measured using the Patient Health Questionnaire Somatic Symptom Module [PHQ-15]), physical and mental wellbeing, and past health and social history, and were followed up after 6 months. Multivariable linear regression analysis was conducted to identify prognostic factors associated with the primary outcome: somatic symptom severity. RESULTS Overall, 245/294 (83%) provided 6-month outcome data. Of these, 135/245 (55%) reported still having UPS, 103/245 (42%) had symptoms still under investigation, and only 26/245 (11%) reported complete symptom resolution. Being female, higher baseline somatic symptom severity, poorer physical functioning, experience of childhood physical abuse, and perception of poor financial wellbeing were significantly associated with higher somatic symptom severity scores at 6 months. CONCLUSION This study has shown that at 6 months few participants had complete resolution of unexplained somatic symptoms. GPs should be made aware of the likelihood of UPS persisting, and the factors that make this more likely, to inform decision making and care planning. There is a need to develop prognostic tools that can predict the risk of poor outcomes.
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Nurturing the preterm infant brain: leveraging neuroplasticity to improve neurobehavioral outcomes. Pediatr Res 2019; 85:166-175. [PMID: 30531968 DOI: 10.1038/s41390-018-0203-9] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Revised: 10/01/2018] [Accepted: 10/04/2018] [Indexed: 12/19/2022]
Abstract
An intrinsic feature of the developing brain is high susceptibility to environmental influence-known as plasticity. Research indicates cascading disruption to neurological development following preterm (PT) birth; yet, the interactive effects of PT birth and plasticity remain unclear. It is possible that, with regard to neuropsychological outcomes in the PT population, plasticity is a double-edged sword. On one side, high plasticity of rapidly developing neural tissue makes the PT brain more vulnerable to injury resulting from events, including inflammation, hypoxia, and ischemia. On the other side, plasticity may be a mechanism through which positive experience can normalize neurological development for PT children. Much of the available literature on PT neurological development is clinically weighted and focused on diagnostic utility for predicting long-term outcomes. Although diagnostic utility is valuable, research establishing neuroprotective factors is equally beneficial. This review will: (1) detail specific mechanisms through which plasticity is adaptive or maladaptive depending on the experience; (2) integrate research from neuroimaging, intervention, and clinical science fields in a summary of findings suggesting inherent plasticity of the PT brain as a mechanism to improve child outcomes; and (3) summarize how responsive caregiving experiences situate parents as agents of change in normalizing PT infant brain development.
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Developmental Disorders Among Very Preterm Children. CURRENT DEVELOPMENTAL DISORDERS REPORTS 2018. [DOI: 10.1007/s40474-018-0151-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Abstract
Technological advances in neonatal-perinatal medicine have led to a steady increase in the survival of preterm infants. Although the increase in survival is a remarkable success, children born preterm remain at high risk for brain injury and long-term neurodevelopmental deficits. Children born preterm may have abnormal muscle tone or movements, cognitive deficits, language impairments, and behavioral problems. This article reviews neurodevelopmental outcomes and factors that influence outcomes in preterm children during early childhood.
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Linsell L, Malouf R, Morris J, Kurinczuk JJ, Marlow N. Risk Factor Models for Neurodevelopmental Outcomes in Children Born Very Preterm or With Very Low Birth Weight: A Systematic Review of Methodology and Reporting. Am J Epidemiol 2017; 185:601-612. [PMID: 28338817 DOI: 10.1093/aje/kww135] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Accepted: 03/03/2016] [Indexed: 01/08/2023] Open
Abstract
The prediction of long-term outcomes in surviving infants born very preterm (VPT) or with very low birth weight (VLBW) is necessary to guide clinical management, provide information to parents, and help target and evaluate interventions. There is a large body of literature describing risk factor models for neurodevelopmental outcomes in VPT/VLBW children, yet few, if any, have been developed for use in routine clinical practice or adopted for use in research studies or policy evaluation. We sought to systematically review the methods and reporting of studies that have developed a multivariable risk factor model for neurodevelopment in surviving VPT/VLBW children. We searched the MEDLINE, Embase, and PsycINFO databases from January 1, 1990, to June 1, 2014, and identified 78 studies reporting 222 risk factor models. Most studies presented risk factor analyses that were not intended to be used for prediction, confirming that there is a dearth of specifically designed prognostic modeling studies for long-term outcomes in surviving VPT/VLBW children. We highlight the strengths and weaknesses of the research methodology and reporting to date, and provide recommendations for the design and analysis of future studies seeking to analyze risk prediction or develop prognostic models for VPT/VLBW children.
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Carniel CZ, Furtado MCDC, Vicente JB, Abreu RZD, Tarozzo RM, Cardia SETR, Massei MCI, Cerveira RCGF. Influência de fatores de risco sobre o desenvolvimento da linguagem e contribuições da estimulação precoce: revisão integrativa da literatura. REVISTA CEFAC 2017. [DOI: 10.1590/1982-0216201719115616] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
RESUMO O objetivo do estudo foi identificar evidências na literatura a respeito da influência dos fatores de risco sobre o desenvolvimento da linguagem da criança e as contribuições da estimulação precoce. Trata-se de uma revisão integrativa, que utilizou as bases de dados Lilacs, PubMed e SciELO e os descritores: linguagem infantil, fatores de risco, prematuro, criança pós-termo, índice de Apgar, estimulação precoce. A partir dos achados, extraíram-se os seguintes dados: autores, ano de publicação, objetivo, desenho do estudo, participantes e critérios, variáveis estudadas, principais achados. Para a organização e análise foi utilizada a técnica de Análise de Conteúdo do tipo temática. Foram identificados 1.421 artigos, 29 atenderam os critérios de inclusão. Os estudos foram categorizados por resultados afins; A maioria dos artigos selecionados trata do efeito da prematuridade sobre o desenvolvimento da linguagem. Quatro estudos investigaram a associação entre fatores de risco e problemas no desenvolvimento da linguagem. Um dos estudos avaliou crianças em idade escolar e associou valores de Apgar com DEL. Foi unanime a recomendação acerca do acompanhamento e intervenção precoce. Conclui-se que os fatores de risco elencados influenciam negativamente no desenvolvimento da linguagem. Reforça-se a recomendação do atendimento precoce e qualificado dessas crianças, evitando e/ou minimizando alterações futuras.
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Abstract
Multiple factors including degree of prematurity, neonatal morbidities, illness severity, hearing status, gender, language environment in the neonatal intensive care unit and in the home, maternal education level, social and environmental status of the family, and access to early intervention all contribute to the language outcomes of extremely preterm infants with and without hearing loss. Early screening, early diagnosis, and early intervention services by 6 months of age are necessary to optimize the language outcomes of preterm infants with permanent hearing loss. There is increasing evidence of the potential for improved language skills with increasing age of extreme preterm infants and infants with hearing loss.
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Affiliation(s)
- Betty R Vohr
- Alpert Medical School of Brown University, Providence, RI; Department of Pediatrics, Women & Infants Hospital of Rhode Island, 101 Dudley St, Providence, RI 02905.
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da Costa Ribeiro C, Abramides DVM, Fuertes MG, Lopes Dos Santos PN, Lamônica DAC. Receptive language and intellectual abilities in preterm children. Early Hum Dev 2016; 99:57-60. [PMID: 27415774 DOI: 10.1016/j.earlhumdev.2016.03.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Revised: 03/21/2016] [Accepted: 03/21/2016] [Indexed: 11/24/2022]
Abstract
OBJECTIVE The aim of this study was to examine the association between receptive vocabulary performance and intellectual quotient (IQ) in preterm born children compared to children born at term. METHOD A total of 72 preschool-age children participated in the study. Participants were divided in four groups: EG-I, including 20 moderate to late preterm born children; EG-II, comprehending 16 extremely preterm born children; CG-I and CG-II with correspondingly 20 and 16 children born at term. EG-I and CG-I as well as EG-II and CG-II groups were matched according to gender, chronological age, and family SES. The mean age of children in each group was: EG-I and CG-I: 30.3months; EG-II and CG-II: 29.1months. The assessment information was collected using an anamnesis protocol, the Brazilian criterion of economic classification, the Peabody Picture Vocabulary Test, and the Stanford-Binet Intelligence Scale. RESULTS Mean scores for receptive vocabulary were significantly lower in both preterm groups (EG-I and EG-II) than in the corresponding matched groups (CG-I and CG-II). However, no significant differences were found among the preterm groups. Moreover, high correlations between vocabulary and IQ scores were found in both preterm groups (EG-I and EG-II). In contrast, no significant correlations were found when analyses considered each group of full-term born children (CG-I and CG-II). CONCLUSION Our findings indicate that prematurity status has an impact on receptive language performance and on the pattern of relationships between receptive vocabulary and general intellectual functioning.
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Affiliation(s)
- Camila da Costa Ribeiro
- Department of Speech, Language Pathology and Audiology, Bauru School of Dentistry, University of São Paulo - USP, Bauru, SP, Brazil
| | | | - Marina Gonçalves Fuertes
- Psychology Center, University of Porto, Portugal; School of Education, Lisbon Polytechnic Institute, Portugal
| | - Pedro Nuno Lopes Dos Santos
- Psychology Center, University of Porto, Portugal; Faculty of Psychology and Educational Sciences of the University of Porto, Portugal
| | - Dionísia Aparecida Cusin Lamônica
- Department of Speech, Language Pathology and Audiology, Bauru School of Dentistry, University of São Paulo - USP, Bauru, SP, Brazil.
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Validity of the language development survey in infants born preterm. Early Hum Dev 2016; 98:11-6. [PMID: 27351348 DOI: 10.1016/j.earlhumdev.2016.06.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Revised: 05/26/2016] [Accepted: 06/04/2016] [Indexed: 11/21/2022]
Abstract
BACKGROUND Preterm infants are at greater risk of language delay. Early identification of language delay is essential to improve functional outcome in these children. AIM To examine the concurrent validity of Rescorla's Language Development Survey and the Bayley Scales of Infant and Toddler Development (Bayley-III) at 18months corrected age in preterm infants. STUDY DESIGN Test accuracy study. PARTICIPANTS 189 preterm infants born <29weeks were assessed at 18months. OUTCOME MEASURES The Language Development Survey, a parent-reported screening instrument, was administered in French concurrently with the Language Scales of the Bayley-III. Receiver-Operating-Characteristics curves were used to determine optimal cut-off score on the Language Development Survey to identify Bayley-III score <85. Sensitivity, specificity, positive and negative predictive values, and κ coefficient were calculated. RESULTS Using Rescorla's original cut-off scores of ≤10 words for boys and ≤24 for girls, sensitivity was 76% and 88% for boys and girls, respectively, and specificity was 73% and 52% for boys and girls, respectively, in identifying language delay as per the Bayley-III. The optimal threshold was ≤10 words for both boys and girls. In girls, lowering the cut-off score decreased sensitivity (79%), but improved specificity (82%), thus lowering the number of false-positives. CONCLUSION Our findings support using the Language Development Survey as an expressive language screener in preterm infants.
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Linsell L, Malouf R, Morris J, Kurinczuk JJ, Marlow N. Prognostic Factors for Poor Cognitive Development in Children Born Very Preterm or With Very Low Birth Weight: A Systematic Review. JAMA Pediatr 2015; 169:1162-72. [PMID: 26457641 PMCID: PMC5122448 DOI: 10.1001/jamapediatrics.2015.2175] [Citation(s) in RCA: 233] [Impact Index Per Article: 25.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
IMPORTANCE Cognitive delay is the most common form of impairment among children born very preterm (VPT) at 32 weeks or less or with very low birth weight (VLBW) of 1250 g or less. It is important to identify factors that are robust predictors of long-term outcome because the ability to predict future prognosis will assist in health care and educational service planning and provision. OBJECTIVE To identify prognostic factors for poor cognitive development in children born VPT or with VLBW. EVIDENCE REVIEW A systematic review was conducted using MEDLINE, EMBASE, and PyscINFO databases to identify studies published between January 1, 1990, and June 1, 2014, reporting multivariable prediction models for neurodevelopment in VPT or VLBW children. Thirty-one studies comprising 98 risk factor models for cognitive outcome were identified. Two independent reviewers extracted key information on study design, outcome definition, risk factor selection, model development, and reporting and conducted a risk-of-bias assessment. FINDINGS There was evidence that male sex, nonwhite race/ethnicity, lower level of parental education, and lower birth weight were predictive of global cognitive impairment in children younger than 5 years. In older children, only the influence of parental education was sustained. Male sex was also predictive of language impairment in early infancy, but not in middle childhood. Gestational age was a poor predictor of cognitive outcome, probably because of a reduced discriminatory power in cohorts restricted to a narrow gestational age range. The prognostic value of neonatal brain injury was unclear; however, studies adopted mixed strategies for managing children with physical or neurosensory disability. CONCLUSIONS AND RELEVANCE The influence of perinatal risk factors on cognitive development of VPT or VLBW children appears to diminish over time as environmental factors become more important. It is difficult to isolate cognitive outcomes from motor and neurosensory impairment, and the strategy for dealing with untestable children has implications for risk prediction.
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Affiliation(s)
- Louise Linsell
- National Perinatal Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, England
| | - Reem Malouf
- National Perinatal Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, England
| | - Joan Morris
- Centre for Environmental and Preventive Medicine, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, England
| | - Jennifer J. Kurinczuk
- National Perinatal Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, England
| | - Neil Marlow
- Institute of Women’s Health, University College London, London, England
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One-year neurodevelopmental outcome of very and late preterm infants: Risk factors and correlation with maternal stress. Infant Behav Dev 2015; 39:11-20. [DOI: 10.1016/j.infbeh.2015.01.003] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2014] [Revised: 11/25/2014] [Accepted: 01/03/2015] [Indexed: 11/21/2022]
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18
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Neurodevelopmental outcome after extreme prematurity: a review of the literature. Pediatr Neurol 2015; 52:143-52. [PMID: 25497122 DOI: 10.1016/j.pediatrneurol.2014.10.027] [Citation(s) in RCA: 159] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2013] [Revised: 10/28/2014] [Accepted: 10/28/2014] [Indexed: 01/08/2023]
Abstract
BACKGROUND Advances in obstetric and neonatal medical care and assisted reproductive technology have increased the rates of preterm birth, decreased preterm mortality rates, and lowered the limit of viability. However, morbidity in survivors, including neurodevelopmental disabilities, has increased, especially in extremely preterm infants born at ≤25 weeks' gestation. A better understanding of the prevalence and patterns of adverse neurodevelopmental outcomes in extremely preterm infants is important for patient care, counseling of families, and research. METHODS The PubMed and Ovid Medline databases were searched for full text articles published between 1999 and 2013 in English that reported neurodevelopmental outcomes after extreme prematurity, and a review of identified relevant cohort studies was performed. RESULTS Extreme prematurity of 22 to 25 weeks' gestation is associated with an overall high mortality of ≥50%. High rates (17% to 59%) of severe neurodevelopmental disabilities occur among survivors on short-term follow-up. The rates of surviving unimpaired or minimally impaired are 6% to 20% for live-born infants at ≤25 weeks' gestation and <5% for infants born at 22 and 23 weeks' gestation. Long-term adverse outcomes after extreme prematurity include intellectual disability (5% to 36%), cerebral palsy (9% to 18%), blindness (0.7% to 9%), and deafness (2% to 4%). Milder degrees of disability involving cognition, behavior, and learning are increasingly recognized among older preterm children, teens, and young adults. CONCLUSIONS Infants who are born at ≤25 weeks' gestation, especially those born at 22 and 23 weeks' gestation, have a very low likelihood of surviving little or no impairment. Nearly half of surviving extremely premature infants have significant neurodevelopmental disabilities on short- and long-term follow-up. Instituting early intervention programs, providing family support, and establishing special educational school programs can pay high dividends and lead to brighter futures and, hence, help improve neurodevelopmental outcome of preterm infants.
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Pérez-Pereira M, Fernández P, Gómez-Taibo ML, Resches M. Language development of low risk preterm infants up to the age of 30 months. Early Hum Dev 2014; 90:649-56. [PMID: 25189697 DOI: 10.1016/j.earlhumdev.2014.08.004] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2014] [Revised: 08/08/2014] [Accepted: 08/12/2014] [Indexed: 10/24/2022]
Abstract
PURPOSE To compare the lexical and grammatical development of a group of low risk preterm children with a group of full-term children at 10, 22, and 30 months of corrected age. In addition, the effect of possible determinant factors on linguistic development was investigated. METHOD An initial group of 150 low-risk PR children (mean GA: 32.62) and 49 FT children (mean GA: 39.70) recruited at birth were assessed at 10, 22, and 30 months of age. Communicative and linguistic abilities were measured at these three points in time through the CDI. Cognitive development and quality of family environment of the children, among other variables, were also assessed at 22 months of age. Hierarchical regression analyses were performed in order to test those factors which may contribute to prediction of language outcomes. RESULTS There was no significant delay in communicative, lexical or grammatical development of PR children. Even when comparisons were performed between fullterm and very preterm children, differences were not significant. Regression analyses indicate that gestures and early word comprehension predict very early word production development, but their effect disappears with time. The most important factors which predict language development at 30 months of age are previous cognitive scores and word production at 22 months of age. The results coming from group comparisons and from hierarchical regression analyses indicate that GA does not significantly affect language development from 10 to 30 months of age. CONCLUSIONS Low risk preterm toddlers do not seem to be delayed in their linguistic development.
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Fischi-Gómez E, Vasung L, Meskaldji DE, Lazeyras F, Borradori-Tolsa C, Hagmann P, Barisnikov K, Thiran JP, Hüppi PS. Structural Brain Connectivity in School-Age Preterm Infants Provides Evidence for Impaired Networks Relevant for Higher Order Cognitive Skills and Social Cognition. Cereb Cortex 2014; 25:2793-805. [DOI: 10.1093/cercor/bhu073] [Citation(s) in RCA: 140] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
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21
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Abstract
Speech and language impairments of both simple and complex language functions are common among former preterm infants. Risk factors include lower gestational age and increasing illness severity including severe brain injury. Even in the absence of brain injury, however, altered brain maturation and vulnerability imposed by premature entrance to the extrauterine environment is associated with brain structural and microstructural changes. These alterations are associated with language impairments with lasting effects in childhood and adolescence and increased needs for speech therapy and education supports. Studies are needed to investigate language interventions which begin in the neonatal intensive care unit.
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Affiliation(s)
- Betty Vohr
- Department of Pediatrics, Women & Infants Hospital, Alpert Medical School of Brown University, Providence, RI, USA.
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22
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Determinants of early language and communication in preterm and full term infants: a comparative study. ENFANCE 2013. [DOI: 10.4074/s0013754513001079] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Sauzet O, Wright K, Marston L, Brocklehurst P, Peacock J. Modelling the hierarchical structure in datasets with very small clusters: a simulation study to explore the effect of the proportion of clusters when the outcome is continuous. Stat Med 2012; 32:1429-38. [DOI: 10.1002/sim.5638] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2011] [Accepted: 09/06/2012] [Indexed: 11/07/2022]
Affiliation(s)
- O. Sauzet
- AG Epidemiologie & International Public Health; Universität Bielefeld; Bielefeld; Germany
| | - K.C. Wright
- ICON Clinical Research; Buckinghamshire; U.K
| | - L. Marston
- Department of Primary Care and Population Health; UCL; London; U.K
| | | | - J.L. Peacock
- Division of Health and Social Care Research; King's College London; London; U.K
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24
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Language Development and The Brain Mechanisms of Preterm Children*. PROG BIOCHEM BIOPHYS 2011. [DOI: 10.3724/sp.j.1206.2011.00082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Kunnari S, Yliherva A, Paavola L, Peltoniemi OM. Expressive language skills in Finnish two-year-old extremely- and very-low-birth-weight preterm children. Folia Phoniatr Logop 2011; 64:5-11. [PMID: 21701186 DOI: 10.1159/000328641] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVE Preterm children with low birth weight are at greater risk of experiencing speech and language difficulties than full-term children. The aim of the current study was to investigate expressive language skills of Finnish-speaking preterm children with low birth weight [extremely-low-birth-weight (ELBW) children: n = 8; very-low-birth-weight (VLBW) children: n = 10] at 2 years of corrected age and to compare their language results with full-term controls (n = 18), using spontaneous speech samples. METHODS The children were video recorded in semistructured free-play sessions with their mothers. From these video samples, expressive vocabulary size and maximum sentence length (MSL) were analyzed. In addition, the possible effect of children's gender on language measures as well as associations between different language measures were examined. RESULTS The results showed that there was no statistically significant difference between the preterm and full-term groups in the size of expressive vocabulary. In contrast, the MSL, which measures morphosyntactic skills, was significantly shorter in preterm children. A positive correlation was found between MSL and expressive vocabulary. Children's gender was not associated with language skills measured. CONCLUSION The findings indicate that Finnish-speaking preterm children, especially ELBW children, experience difficulties in morphosyntactic skills.
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Affiliation(s)
- Sari Kunnari
- Logopedics, Faculty of Humanities, University of Oulu, Oulu, Finland.
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26
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Biological and environmental factors as predictors of language skills in very preterm children at 5 years of age. J Dev Behav Pediatr 2011; 32:239-49. [PMID: 21317804 DOI: 10.1097/dbp.0b013e31820b7882] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
OBJECTIVE Language problems are thought to occur more frequently in very preterm children compared with healthy term born children. The primary aim of this study was to examine the contributions of biological and environmental risk factors to language outcomes in very preterm children at 5 years of age. METHODS A cohort of 227 very preterm infants (birth weight <1250 g or gestational age <30 weeks) were recruited at birth and followed up at 2 and 5 years of age (corrected for prematurity) in a prospective, longitudinal study in Melbourne, Australia. Outcomes at 5 years of age were the Expressive and Receptive Language Scales from the Kaufman Survey of Early Academic and Language Skills. A range of hypothesized biological and environmental factors identified from past research were examined as predictors of language outcomes at 5 years of age using linear regression models. RESULTS Lower maternal education and poorer communication skills in the child at 2 years of age were predictive of poorer expressive and poorer receptive language outcomes at 5 years of age. Lower expressive language scores were also associated with the presence of moderate-severe white matter abnormalities on neonatal magnetic resonance imaging. CONCLUSIONS Results support the role of both biological and environmental factors in the evolution of language difficulties and highlight the need to consider these factors in the follow-up of preterm infants.
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Fasolo M, D'Odorico L, Costantini A, Cassibba R. The influence of biological, social, and developmental factors on language acquisition in pre-term born children. INTERNATIONAL JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2010; 12:461-471. [PMID: 20586525 DOI: 10.3109/17549507.2011.486445] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
The objective of this study is to evaluate language outcome in pre-term children, considering multiple factors. The hypothesis is that early communicative capacity (pre-verbal communicative utterances) is affected mainly by biological (prematurity, birth weight, and gender) and social factors (maternal education), while more advanced linguistic abilities (i.e., combinatorial and syntactic abilities) are mostly influenced by previously acquired communicative abilities. Eighteen monolingual Italian pre-term children (birth weight between 750 and 1600 grams, gestational age <37 weeks; 13 males and five females) were compared with a control group of 18 age-matched full-term children (8 males, 10 females). The longitudinal design comprised motor and cognitive assessment at 14 and 36 months, and communicative evaluation by direct observation at 14, 24, 30, and 36 months, and by indirect observation at 24 and 30 months. The main results evidenced were delayed development in pre-term compared to full-term children, particularly after 24 months of age; intra-individual differences in the pre-term group; and a strong effect of prematurity on communicative ability at 14 and 24 months; however, more advanced communicative developmental stages were influenced both by prematurity and by previously acquired linguistic skills.
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Affiliation(s)
- Mirco Fasolo
- Department of Psychology, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, Milan, Italy.
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28
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Clark CAC, Woodward LJ. Neonatal Cerebral Abnormalities and Later Verbal and Visuospatial Working Memory Abilities of Children Born Very Preterm. Dev Neuropsychol 2010; 35:622-42. [PMID: 21038157 DOI: 10.1080/87565641.2010.508669] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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29
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Zheng W. Multiscale modeling of structural dynamics underlying force generation and product release in actomyosin complex. Proteins 2010; 78:638-60. [PMID: 19790263 DOI: 10.1002/prot.22594] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
To decrypt the mechanistic basis of myosin motor function, it is essential to probe the conformational changes in actomyosin with high spatial and temporal resolutions. In a computational effort to meet this challenge, we have performed a multiscale modeling of the allosteric couplings and transition pathway of actomyosin complex by combining coarse-grained modeling of the entire complex with all-atom molecular dynamics simulations of the active site. Our modeling of allosteric couplings at the pre-powerstroke state has pinpointed key actin-activated couplings to distant myosin parts which are critical to force generation and the sequential release of phosphate and ADP. At the post-powerstroke state, we have identified isoform-dependent couplings which underlie the reciprocal coupling between actin binding and nucleotide binding in fast Myosin II, and load-dependent ADP release in Myosin V. Our modeling of transition pathway during powerstroke has outlined a clear sequence of structural events triggered by actin binding, which lead to subsequent force generation, twisting of central beta-sheet, and the sequential release of phosphate and ADP. Finally we have performed atomistic simulations of active-site dynamics based on an on-path "transition-state" myosin conformation, which has revealed significantly weakened coordination of phosphate by Switch II, and a disrupted key salt bridge between Switch I and II. Meanwhile, the coordination of MgADP by Switch I and P loop is less perturbed. As a result, the phosphate can be released prior to MgADP. This study has shed new lights on the controversy over the structural mechanism of actin-activated phosphate release and force generation in myosin motor.
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Affiliation(s)
- Wenjun Zheng
- Physics Department, University at Buffalo, Buffalo, New York 14260, USA.
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Marston L, Peacock JL, Yu K, Brocklehurst P, Calvert SA, Greenough A, Marlow N. Comparing methods of analysing datasets with small clusters: case studies using four paediatric datasets. Paediatr Perinat Epidemiol 2009; 23:380-92. [PMID: 19523085 DOI: 10.1111/j.1365-3016.2009.01046.x] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Studies of prematurely born infants contain a relatively large percentage of multiple births, so the resulting data have a hierarchical structure with small clusters of size 1, 2 or 3. Ignoring the clustering may lead to incorrect inferences. The aim of this study was to compare statistical methods which can be used to analyse such data: generalised estimating equations, multilevel models, multiple linear regression and logistic regression. Four datasets which differed in total size and in percentage of multiple births (n = 254, multiple 18%; n = 176, multiple 9%; n = 10 098, multiple 3%; n = 1585, multiple 8%) were analysed. With the continuous outcome, two-level models produced similar results in the larger dataset, while generalised least squares multilevel modelling (ML GLS 'xtreg' in Stata) and maximum likelihood multilevel modelling (ML MLE 'xtmixed' in Stata) produced divergent estimates using the smaller dataset. For the dichotomous outcome, most methods, except generalised least squares multilevel modelling (ML GH 'xtlogit' in Stata) gave similar odds ratios and 95% confidence intervals within datasets. For the continuous outcome, our results suggest using multilevel modelling. We conclude that generalised least squares multilevel modelling (ML GLS 'xtreg' in Stata) and maximum likelihood multilevel modelling (ML MLE 'xtmixed' in Stata) should be used with caution when the dataset is small. Where the outcome is dichotomous and there is a relatively large percentage of non-independent data, it is recommended that these are accounted for in analyses using logistic regression with adjusted standard errors or multilevel modelling. If, however, the dataset has a small percentage of clusters greater than size 1 (e.g. a population dataset of children where there are few multiples) there appears to be less need to adjust for clustering.
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Affiliation(s)
- Louise Marston
- Department of Primary Care and Population Health, Computing and Mathematics, Brunel University, London, UK.
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Abstract
PURPOSE OF REVIEW Preterm birth is emerging as a major public health problem in the USA. Improvements in preterm birth and survival rates translate to increasing numbers of preterm survivors, and many develop motor, cognitive and sensory impairments. RECENT FINDINGS The review discusses the recently reported prevalence of neurodevelopmental disabilities in preterm survivors, in addition to studies of factors associated with neurodevelopmental outcome. SUMMARY A 2007 report from the Institute of Medicine emphasizes preterm birth as an increasingly common complex condition with multiple risk factors resulting from multiple gene-environmental interactions, leading to birth before 37 weeks gestation, neonatal complications and a disproportionately high contribution to neurodevelopmental disability rates. The increased risk of cerebral palsy with decreasing gestational age categories is well documented, but recent studies highlight the range and severity of cognitive, sensory, language, visual-perceptual, attention and learning deficits in very preterm children. Combined with increasingly sophisticated neuroimaging studies to identify perinatal risk factors, neurodevelopmental follow-up of neonatal intensive care unit trials offers the potential to really improve our understanding of how the preterm brain develops, is injured and recovers from injuries. Knowledge of what influences neurodevelopmental outcomes is key to developing better treatment strategies.
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