Using cluster analysis to provide new insights into development of very low birthweight (VLBW) premature infants

Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic,...

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Published inEarly human development Vol. 92; pp. 45 - 49
Main Authors Ross, Gail S., Foran, L.M., Barbot, Baptiste, Sossin, K. Mark, Perlman, Jeffrey M.
Format Journal Article
LanguageEnglish
Published Ireland Elsevier Ireland Ltd 01.01.2016
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Abstract Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables. Retrospective chart review. 117 children<1250g BW seen at 18months post-term on the Bayley Scales—III and Child Behavior Checklist 1 ½–5 (CBCL 1 ½–5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records. Bayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters. Children were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III–IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters. Cluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention. •Cluster analysis defined distinct outcome groups in premature children, based on their cognitive and language development.•Socioeconomic status (SES) was significantly related to the outcome groups.•Bronchopulmonary dysplasia and Grades III–IV intraventricular hemorrhage was significantly related to the outcome groups.•Attention Deficit/Hyperactivity (ADHD) and summary Behavior Problems scores were significantly related to the outcome groups.
AbstractList Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables. Retrospective chart review. 117 children<1250 g BW seen at 18 months post-term on the Bayley Scales-III and Child Behavior Checklist 1 ½-5 (CBCL 1 ½-5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records. Bayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters. Children were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III-IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters. Cluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention.
Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables. Retrospective chart review. 117 children<1250g BW seen at 18months post-term on the Bayley Scales—III and Child Behavior Checklist 1 ½–5 (CBCL 1 ½–5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records. Bayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters. Children were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III–IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters. Cluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention. •Cluster analysis defined distinct outcome groups in premature children, based on their cognitive and language development.•Socioeconomic status (SES) was significantly related to the outcome groups.•Bronchopulmonary dysplasia and Grades III–IV intraventricular hemorrhage was significantly related to the outcome groups.•Attention Deficit/Hyperactivity (ADHD) and summary Behavior Problems scores were significantly related to the outcome groups.
Abstract Background Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. Aims To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables. Study design Retrospective chart review. Subjects 117 children < 1250 g BW seen at 18 months post-term on the Bayley Scales—III and Child Behavior Checklist 1 ½–5 (CBCL 1 ½–5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records. Outcome measures Bayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters. Results Children were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III–IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters. Conclusion Cluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention.
Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development.BACKGROUNDVery low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development.To identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables.AIMSTo identify developmental profiles of VLBW premature infants based on cognitive and language development and their association with demographic, perinatal, and behavior variables.Retrospective chart review.STUDY DESIGNRetrospective chart review.117 children<1250 g BW seen at 18 months post-term on the Bayley Scales-III and Child Behavior Checklist 1 ½-5 (CBCL 1 ½-5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records.SUBJECTS117 children<1250 g BW seen at 18 months post-term on the Bayley Scales-III and Child Behavior Checklist 1 ½-5 (CBCL 1 ½-5), a behavior problem questionnaire. Demographic and perinatal variables were obtained from medical records.Bayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters.OUTCOME MEASURESBayley Cognitive, Expressive Language, and Receptive Language scores were used to cluster the subjects into developmental profiles. Demographic, perinatal, and CBCL variables were analyzed as they related to clusters.Children were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III-IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters.RESULTSChildren were clustered into 4 groups based on their Bayley Cognitive, Expressive Language, and Receptive Language scores: Consistently High, Consistently Average, Average with Delayed Expressive Language, and Consistently Low. Socioeconomic status, bronchopulmonary dysplasia, Grades III-IV intraventricular hemorrhage, and summary Behavior Problems and Attention Deficit/Hyperactivity (ADHD) Problems scores were significantly related to clusters.Cluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention.CONCLUSIONCluster analysis defined distinct outcome groups in VLBW premature children and provides an informative means of identifying factors related to developmental outcome. This approach may be useful in predicting later outcome and determining which groups of children will require early intervention.
Author Sossin, K. Mark
Foran, L.M.
Barbot, Baptiste
Perlman, Jeffrey M.
Ross, Gail S.
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Keywords Cluster analysis
Cognition
Language
Very low birthweight premature infants
Behavior problems
Language English
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Snippet Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of development. To...
Abstract Background Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles...
Very low birthweight (VLBW) premature infant follow-up studies report on single developmental outcome variables but do not assess profiles of...
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StartPage 45
SubjectTerms Advanced Basic Science
Behavior problems
Case-Control Studies
Cluster Analysis
Cognition
Female
Humans
Infant, Newborn
Infant, Very Low Birth Weight - growth & development
Infant, Very Low Birth Weight - psychology
Language
Language Development
Male
Neonatal and Perinatal Medicine
Problem Behavior
Very low birthweight premature infants
Title Using cluster analysis to provide new insights into development of very low birthweight (VLBW) premature infants
URI https://www.clinicalkey.com/#!/content/1-s2.0-S0378378215300505
https://www.clinicalkey.es/playcontent/1-s2.0-S0378378215300505
https://dx.doi.org/10.1016/j.earlhumdev.2015.11.005
https://www.ncbi.nlm.nih.gov/pubmed/26651085
https://www.proquest.com/docview/1752584676
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