Spectral features of non-nutritive suck dynamics in extremely preterm infants

被引:1
|
作者
Barlow, Steven M. [1 ,2 ,13 ,14 ]
Liao, Chunxiao [3 ]
Lee, Jaehoon [4 ]
Kim, Seungman [4 ]
Maron, Jill L. [5 ,6 ,7 ]
Song, Dongli [8 ,9 ]
Jegatheesan, Priya [8 ,9 ]
Govindaswami, Balaji [8 ,9 ]
Wilson, Bernard J. [10 ]
Bhakta, Kushal [11 ,12 ]
Cleary, John P. [11 ,12 ]
机构
[1] Univ Nebraska, Ctr Brain Biol & Behav, Dept Commun Disorders, Lincoln, NE USA
[2] Univ Nebraska, Ctr Brain Biol & Behav, Dept Biol Syst Engn, Lincoln, NE USA
[3] Baylor Coll Med, Dept Biochem, Houston, TX USA
[4] Texas Tech Univ, Dept Educ Psychol Leadership & Counseling, Lubbock, TX USA
[5] Tufts Med Ctr, Div Newborn Med, Boston, MA USA
[6] Tufts Med Ctr, Mother Infant Res Inst, Boston, MA USA
[7] Women & Infants Hosp Rhode Isl, Div Newborn Med, Providence, RI USA
[8] St Clara Valley Med Ctr, Dept Pediat, Div Neonatol, San Jose, CA USA
[9] Stanford Univ, Dept Pediat, Sch Med, Stanford, CA USA
[10] CHI Hlth St Elizabeth, Div Neonatal Perinatal Med, Lincoln, NE USA
[11] Childrens Hosp Orange Cty, Neonatol, Orange, CA USA
[12] Univ Calif Irvine, Dept Pediat, Irvine, CA USA
[13] Univ Nebraska, Dept Commun Disorders & Biol Syst Engn, 4075 East Campus Loop S, Lincoln, NE 68583 USA
[14] Univ Nebraska, Ctr Brain Biol & Behav, 4075 East Campus Loop S, Lincoln, NE 68583 USA
来源
PEDIATRIC MEDICINE | 2023年 / 6卷
关键词
Oromotor; Fourier transform; extremely preterm infants (EPIs); machine learning (ML); CENTRAL PATTERN GENERATION; FEEDING DIFFICULTIES; RESPIRATORY CONTROL; SWALLOW RHYTHMS; BEHAVIOR;
D O I
10.21037/pm-21-91
中图分类号
R72 [儿科学];
学科分类号
100202 ;
摘要
Background: Non-nutritive suck (NNS) is used to promote ororhythmic patterning and assess oral feeding readiness in preterm infants in the neonatal intensive care unit (NICU). While time domain measures of NNS are available in real time at cribside, our understanding of suck pattern generation in the frequency domain is limited. The aim of this study is to model the development of NNS in the frequency domain using Fourier and machine learning (ML) techniques in extremely preterm infants (EPIs). Methods: A total of 117 EPIs were randomized to a pulsed or sham orocutaneous intervention during tube feedings 3 times/day for 4 weeks, beginning at 30 weeks post -menstrual age (PMA). Infants were assessed 3 times/week for NNS dynamics until they attained 100% oral feeding or NICU discharge. Digitized NNS signals were processed in the frequency domain using two transforms, including the Welch power spectral density (PSD) method, and the Yule -Walker PSD method. Data analysis proceeded in two stages. Stage 1: ML longitudinal cluster analysis was conducted to identify groups (classes) of infants, each showing a unique pattern of change in Welch and Yule -Walker calculations during the interventions. Stage 2: linear mixed modeling (LMM) was performed for the Welch and Yule -Walker dependent variables to examine the effects of gestationally-aged (GA), PMA, sex (male, female), patient type [respiratory distress syndrome (RDS), bronchopulmonary dysplasia (BPD)], treatment (NTrainer, Sham), intervention phase [1, 2, 3], cluster class, and phase -by -class interaction. Results: ML of Welch PSD method and Yule -Walker PSD method measures revealed three membership classes of NNS growth patterns. The dependent measures peak_Hz, PSD amplitude, and area under the curve (AUC) are highly dependent on PMA, but show little relation to respiratory status (RDS, BPD) or somatosensory intervention. Thus, neural regulation of NNS in the frequency domain is significantly different for each identified cluster (classes A, B, C) during this developmental period. Conclusions : Efforts to increase our knowledge of the evolution of the suck central pattern generator (sCPG) in preterm infants, including NNS rhythmogenesis will help us better understand the observed phenotypes of NNS production in both the frequency and time domains. Knowledge of those features of the NNS which are relatively invariant vs. other features which are modifiable by experience will likewise inform more effective treatment strategies in this fragile population.
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页数:15
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