Growth Outcome In Preterm Infants Research Articles

Comparative effectiveness of explainable machine learning approaches for extrauterine growth restriction classification in preterm infants using longitudinal data

IntroductionPreterm birth is a leading cause of infant mortality and morbidity. Despite the improvement in the overall mortality in premature infants, the intact survival of these infants remains a significant challenge. Screening the physical growth of infants is fundamental to potentially reducing the escalation of this disorder. Recently, machine learning models have been used to predict the growth restrictions of infants; however, they frequently rely on conventional risk factors and cross-sectional data and do not leverage the longitudinal database associated with medical data from laboratory tests.MethodsThis study aimed to present an automated interpretable ML-based approach for the prediction and classification of short-term growth outcomes in preterm infants. We prepared four datasets based on weight and length including weight baseline, length baseline, weight follow-up, and length follow-up. The CHA Bundang Medical Center Neonatal Intensive Care Unit dataset was classified using two well-known supervised machine learning algorithms, namely support vector machine (SVM) and logistic regression (LR). A five-fold cross-validation, and several performance measures, including accuracy, precision, recall and F1-score were used to compare classifier performances. We further illustrated the models’ trustworthiness using calibration and cumulative curves. The visualized global interpretations using Shapley additive explanation (SHAP) is provided for analyzing variables’ contribution to final prediction.ResultsBased on the experimental results with area under the curve, the discrimination ability of the SVM algorithm was found to better than that of the LR model on three of the four datasets with 81%, 76% and 72% in weight follow-up, length baseline and length follow-up dataset respectively. The LR classifier achieved a better ROC score only on the weight baseline dataset with 83%. The global interpretability results revealed that pregnancy-induced hypertension, gestational age, twin birth, birth weight, antenatal corticosteroid use, premature rupture of membranes, sex, and birth length were consistently ranked as important variables in both the baseline and follow-up datasets.DiscussionThe application of machine learning models to the early detection and automated classification of short-term growth outcomes in preterm infants achieved high accuracy and may provide an efficient framework for clinical decision systems enabling more effective monitoring and facilitating timely intervention.

Comparative Growth Outcomes in Preterm Infants Fed Either Mother's Own Milk or Donor Human Milk

Objective: To compare growth velocity (GV) in preterm infants fed mother's own milk (MOM) fortified with human milk-based fortifier (HMBF) to those who received donor human milk (DHM) fortified with HMBF. Study Design: A retrospective study of preterm infants with birth weight <1,250 g receiving an exclusive human milk diet. Maternal and infant charts were reviewed for feeding, growth, and short-term neonatal morbidities. Results: On regression analysis, after adjusting (gestational age, multiple births, antenatal steroids, and small for gestational age), no significant difference was observed between the two groups in GV from birth to 32 weeks postmenstrual age (β-coefficient 0.83, 95% confidence interval [CI]: -0.47 to 2.14, p = 0.21), GV from the day of regaining of birth weight to discharge (β-coefficient -0.015, 95% CI: -1.08 to 1.05, p = 0.98). The rate of Grade 3 and 4 intraventricular hemorrhage was significantly higher in the DHM group (19.6% compared to 5.5% in MOM, p = 0.03). Conclusion: At our institution, there was no difference in GV of preterm infants fed HMBF-fortified MOM versus HMBF-fortified DBM.

Increasing the Registered Dietitian Full-Time Equivalents to the Neonatal Critical Care Unit Improved Incidence of Growth Outcomes in Preterm Infants

Increasing the Registered Dietitian Full-Time Equivalents to the Neonatal Critical Care Unit Improved Incidence of Growth Outcomes in Preterm Infants

Human Milk Hormone Intake in the First Month of Life and Physical Growth Outcomes in Preterm Infants

Human milk contains hormones that regulate metabolism. Extrauterine growth restriction remains common among preterm infants, but the effect of ingesting milk hormones on preterm infant growth is poorly understood. To quantify associations of longitudinal exposure to leptin, adiponectin, and insulin in milk with physical growth of preterm infants. In 50 preterm neonates (median gestational age 29.4 weeks), we sampled maternal milk on day-of-life 7, 14, 21, and 28 and measured hormone levels in whole milk by ELISA. Milk leptin levels were available for a subset of 18 infants. We calculated milk hormone doses by multiplying the hormone level by the milk volume ingested on each day and estimated the area under the curve (AUC) to reflect longitudinal exposure. We analyzed associations of milk hormone exposure with growth outcomes in generalized estimated equations. Weight gain velocity and z-scores in weight, length, head circumference, and body mass index at 36 weeks' postmenstrual age (PMA). Higher leptin intake was associated with greater weight gain (2.17g/kg/day [95% CI, 1.31, 3.02]) and weight z-score at 36 weeks' PMA (0.30 [0.08, 0.53] higher z-score per tertile). Higher adiponectin intake was associated with greater length z-score (0.41 [0.13, 0.69]), however, this association was nullified after adjustment of protein and calorie intake. Higher adiponectin was associated with smaller head circumference z-score (-0.36 [-0.64, -0.07]). Insulin was not associated with growth outcomes. Milk leptin and adiponectin exposures may affect growth of preterm infants. The long-term effects of milk hormones warrant further investigation.

SP3 Evaluating the impact of concentrated standardised parenteral nutrition on growth of preterm infants

Background and AimConcentrated standardised parenteral nutrition (CSPN) may reduce the delay in commencing parenteral nutrition (PN) in preterm infants compared with conventional individualised PN. Optimisation of early nutrition, with emphasis on earlier commencement of PN to include amino acids and addition of lipids within 24 hours of birth, ameliorates early postnatal growth failure.1 2 Cumulative nutritional deficit often seen in significantly preterm infants may lead to poor neurodevelopmental outcome.3 4 CSPN was introduced in our neonatal unit in December 2017 with the objective of improving early nutrition. The aim of this service evaluation was to assess the suitability of CSPN and its impact on the growth of preterm infants in our tertiary level neonatal unit.MethodsIn December 2017, the neonatal PN provided was switched from individualised PN to CSPN based on a modified ‘SCAMP’ regimen. Retrospective and prospective growth parameter data was collected for infants receiving PN within 24 hours of birth born between September to November 2017 (individualised PN arm) and from September to November 2018 (CSPN arm). Infants were excluded if they died or transferred out of the local neonatal service before day 28 of life, or died before transitioning from PN to full enteral feeds. Weight and head circumference at birth, 28 days old and 36 weeks corrected gestation/discharge were converted to z scores using the LMS method. The Mann-Whitney test was used to compare continuous data. Annual PN expenditure, and wastage of ordered PN, before and after the switch to CSPN, was calculated using the pharmacy stock management system, pharmacist and finance records.Results20 infants (mean gestational age 28 weeks) and 21 infants (mean gestational age 29.6 weeks) were included in the CSPN and individualised PN groups respectively. There were no differences in demographic data of each group. CSPN was commenced earlier (median 8 hours old (n=20)) than individualised PN (median 25 hours old (n=19)), (U=42, p&lt;0.0001). There was no statistical difference in the change in weight z score from birth at 28 days old (median -0.47 (n=20) CSPN vs -0.66 (n=19) individualised PN, U=178.5, p=0.75) and at 36 weeks corrected gestation/discharge (median -0.72 (n=20) CSPN vs -0.86 (n=21) individualised PN, U=106, p=0.7). There was insufficient data collected to analyse effect on head circumference. Replacing individualised PN with CSPN resulted in a 37% reduction in procurement costs, despite an increase in the wastage of ordered PN from 7.2% to 8.5%.ConclusionA PN strategy using concentrated standardised PN can be implemented successfully in a tertiary neonatal unit setting in the United Kingdom and allows earlier commencement of PN. Use of CSPN appeared to have no adverse effect on weight gain, although small sample size may account for the lack of statistical significance in improvement of weight z score seen. Improved rates of head circumference documentation for our patients are required. Introducing CSPN resulted in a considerable reduction in procurement costs, and identifying strategies to minimise wastage of CSPN bags would further improve cost-effectiveness.ReferencesMorgan C, McGowan P, Herwitker S, et al. Postnatal head growth in preterm infants: a randomised controlled parenteral nutrition study. Pediatrics 2014;133:e120–8.Moyses HE, Johnson MJ, Leaf AA, et al. Early parenteral nutrition and growth outcomes in preterm infants: a systematic review and meta-analysis. Am J Clin Nutr 2013;97:816–26.Ehrenkranz RA, Dusick AM, Vohr BR, et al. Growth in the neonatal intensive care unit influences neurodevelopmental and growth outcomes of extremely low birth weight infants. Pediatrics 2006;117:1253–61.Dusick AM, Poindexter BB, Ehrenkranz RA, et al. Growth failure in the preterm infant: can we catch up?Semin Perinatol 2003;27:302–10.

Effect of 100% human milk-derived fortifier on growth of premature infants with birth weight of 1000–1500 g

Background: Preterm birth has the highest risk of perinatal morbidity and mortality. Nutrition plays a key role in the growth and development of a preterm infant. Fortification of expressed breast milk is followed to provide an optimal nutrition and a faster catch up growth. The new 100% human milk-derived fortifier (HMDF) can help in providing a safe nutritional option for a premature infant. Objective: The objective of the study was to assess the feed tolerance and impact of a new 100% HMDF on growth outcomes of preterm infants. Materials and Methods: In a single-center study, exclusively human milk-fed preterm infants (1000–1500 g birth weight) were chosen to receive human milk fortified with a new 100% HMDF. The fortifier was initiated when the enteral feed volume reached 100 ml/kg/day and was administered until discharge. The primary outcome of the study was to assess feed tolerance and the secondary endpoints included growth parameters. Results: The cohort study comprised 13 infants with a mean gestational age of 31.64±2.2 weeks and birth weight of 1314.62±110.1 g. During the study period, feed interruptions were nil and none of the infants showed any adverse events of clinical significance. Growth outcomes recorded at the end of the study period showed a mean weight gain of 25.97±7.7 g/day, mean length gain of 0.32±0.23 cm/week, and mean head circumference gain of 0.39±0.20 cm/week. The mean weight growth velocity of the infants was 18.37±5.1 g/kg/day. Conclusion: Preterm infants who received a new 100% HMDF demonstrated feed tolerance and weight gain without any clinically significant record of adverse events. The findings indicate that the new HMDF is a safe option for providing an exclusive human milk-based diet. However, a study with a larger study population may be required to reinforce the findings of this study.

Improved growth of extremely and very preterm babies: Evaluation of a quality-of-care initiative.

To measure growth outcomes in preterm infants after introduction of a nutritional care bundle. A total of 509 infants of less than 32 weeks' gestation in a level III neonatal intensive care unit in the UK were studied until they were discharged home. Growth and feeding data were extracted from a prospective data registry for 18 months before and after the intervention. The intervention consisted of earlier routine bovine-derived multi-component fortification once the infant has reached 120ml/kg/day of enteral feed from the first day of life and an exclusive human milk diet with routine bovine-derived multi-component fortification of 120 mL/kg/day. After the intervention, growth velocity between birth and 28 days increased from 9.7 ± 4.1 to 12.2 ± 4.6 g/kg/day (mean ± standard deviation), and weight z score change decreased from -1.06 ± 0.56 to -0.76 ± 0.59 (P < 0.00002). For the entire group, growth velocity by the discharge home time point increased by 1 g/kg/day. However, the growth velocity of infants who were discharged on an exclusive human milk diet increased the most, from 10.8 ± 2.2 to 13.0 ± 2.8 g/kg/day (P < 0.00001), eliminating the difference seen between these infants and those discharged on infant formula before the intervention. The introduction of a simple nutritional package improved weight gain, particularly in infants fed exclusive human milk at discharge.

The effect of kangaroo ward care in comparison with "intermediate intensive care" on the growth velocity in preterm infant with birth weight

Kangaroo mother care (KMC) reduces neonatal mortality, neonatal sepsis and improves growth outcome in preterm infants. In this study, we compared the efficacy of "baby care in kangaroo ward (KWC)" with "baby care in intermediate intensive care (IIC)" in stable preterm infants (birth weight <1100g) for improving the growth velocity till term corrected age. One hundred and forty-one infants were randomized to KWC (n=71) or IIC (n=70) once the infant reached a weight of 1150g. Infants in the KWC group were shifted to the KWC immediately after randomization and those in the IIC group were given care in the IIC till they attained a weight of 1250g and then shifted to the KWC. The average weight gains as well as weight, length, and head circumference at term corrected age were comparable in both the groups. There was significant reduction in IIC stay post randomization and increase in weight gain before discharge in the KWC group. There was a significant increase in incidence of apnea in the IIC group. Early KWC is equally efficacious as IIC in improving the growth outcomes of stable preterm (birth weight <1100 g) infants at term gestational age. Clinical trial registry of India CTRI/2014/05/004625 WHAT IS KNOWN: • Kangaroo mother care (KMC) reduces neonatal mortality, neonatal sepsis and improves growth outcome in VLBW infants. What is new: • Baby care by mother can be given safely in kangaroo ward from a weight of 1150g in stable preterm infants without any adverse effects.

Growth Outcomes of Preterm Infants Exposed to Different Oxygen Saturation Target Ranges from Birth

To test whether infants randomized to a lower oxygen saturation (peripheral capillary oxygen saturation [SpO2]) target range while on supplemental oxygen from birth will have better growth velocity from birth to 36weeks postmenstrual age (PMA) and less growth failure at 36weeks PMA and 18-22months corrected age. We evaluated a subgroup of 810 preterm infants from the Surfactant, Positive Pressure, and Oxygenation Randomized Trial, randomized at birth to lower (85%-89%, n=402, PMA 26±1weeks, birth weight 839±186g) or higher (91%-95%, n=408, PMA 26±1weeks, birth weight 840±191g) SpO2 target ranges. Anthropometric measures were obtained at birth, postnatal days 7, 14, 21, and 28; then at 32 and 36weeks PMA; and 18-22months corrected age. Growth velocities were estimated with the exponential method and analyzed with linear mixed models. Poor growth outcome, defined as weight <10th percentile at 36weeks PMA and 18-22months corrected age, was compared across the 2 treatment groups by the use of robust Poisson regression. Growth outcomes including growth at 36weeks PMA and 18-22months corrected age, as well as growth velocity were similar in the lower and higher SpO2 target groups. Targeting different oxygen saturation ranges between 85% and 95% from birth did not impact growth velocity or reduce growth failure in preterm infants.

Early parenteral nutrition and growth outcomes in preterm infants: a systematic review and meta-analysis

The achievement of adequate nutritional intakes in preterm infants is challenging and may explain the poor growth often seen in this group. The use of early parenteral nutrition (PN) is one potential strategy to address this problem, although the benefits and harms are unknown. We determined whether earlier administration of PN benefits growth outcomes in preterm infants. We conducted a systematic review of randomized controlled trials (RCTs) and observational studies. Eight RCTs and 13 observational studies met the inclusion criteria (n = 553 and 1796 infants). The meta-analysis was limited by disparate growth-outcome measures. An assessment of bias was difficult because of inadequate reporting. Results are given as mean differences (95% CIs). Early PN reduced the time to regain birth weight by 2.2 d (1.1, 3.2 d) for RCTs and 3.2 d (2.0, 4.4 d) in observational studies. The maximum percentage weight loss with early PN was lower by 3.1 percentage points (1.7, 4.5 percentage points) for RCTs and by 3.5 percentage points (2.6, 4.3 percentage points) for observational studies. Early PN improved weight at discharge or 36 wk postmenstrual age by 14.9 g (5.3, 24.5 g) (observational studies only), but no benefit was shown for length or head circumference. There was no evidence that early PN significantly affects risk of mortality, necrotizing enterocolitis, sepsis, chronic lung disease, intraventricular hemorrhage, or cholestasis. The results of this review, although subject to some limitations, show that early PN provides a benefit for some short-term growth outcomes. No evidence that early PN increases morbidity or mortality was found. Neonatal research would benefit from the development of a set of core growth outcome measures.

Growth Outcomes of Preterm Infants in the Neonatal Intensive Care Unit: Long-term Considerations

Promoting growth is an important aspect of the management of preterm infants in the neonatal intensive care unit. However, this proves to be a difficult challenge. Most preterm infants have discharge weights less than the 10th percentile resulting in extrauterine growth retardation. Growth during the neonatal intensive care unit stay is associated with long-term outcomes. Slow growth velocity is associated with altered neurodevelopmental outcomes. There is increasing concern that strategies to improve growth are resulting in altered fat mass deposition and placing the infant at increased risk for the later development of clinical indications of metabolic syndrome. The minimal evidence available lends support to this hypothesis. Future research is needed to develop strategies that improve growth and neurodevelopmental outcomes while limiting the risk of metabolic syndrome.

Does necrotising enterocolitis impact the neurodevelopmental and growth outcomes in preterm infants with birthweight ≤1250 g?

To compare the long-term growth and neurodevelopmental outcomes at 36 months adjusted age in preterm infants (birthweight (BW) < or = 1250 g) with necrotising enterocolitis (NEC) with BW-matched controls. This is a case control study performed at a regional tertiary care neonatal intensive care unit. Infants with stage II or III NEC admitted to a regional tertiary care neonatal unit between 1995 and 2000 were identified. Each infant with NEC was matched by BW (+/-100 g) to next two infants admitted in the unit without NEC. Growth and neurodevelopmental outcomes at 36 months are compared. In total, 51 infants with NEC and 102 controls met study eligibility criteria and 146/153 (94.3%) were prospectively followed for 36 months. Infants with NEC had more culture-proven sepsis (35.3% vs. 10.8%, P < 0.001); patent ductus arteriosus requiring therapy (64.7% vs. 45%, P = 0.02), chronic lung disease (60.7% vs. 45%, P = 0.04) and longer hospital stay (84 days vs. 71 days, P < 0.0001). There were no significant differences in growth outcomes between the two groups at 36 months. Overall 24% of infants with NEC had one major neurodevelopmental disability compared with 10% among control infants. Infants who developed NEC had significantly higher cognitive delay (i.e. cognitive index <70) and visual impairment. A logistic regression model identified NEC as a predictor of cognitive delay. Preterm infants who develop NEC are at a significantly higher risk for developing neurodevelopmental disability. We recommend close neurodevelopmental follow up for all < or =1250 g infants who develop stage II or III NEC.

Postnatal growth retardation: a universal problem in preterm infants

Background: Previous data from this unit suggest that postnatal growth retardation (PGR) is inevitable in preterm infants. However, the study was performed in a single level III neonatal intensive care...

The somatic growth of a regional birth cohort of 351 preterm infants during the first two years of life.

The somatic growth of a regional birth cohort of 351 preterm infants was followed during their first two years. The measurements of weight, height, head and thorax circumferences took place at the well-baby clinics run by public health nurses at 3, 6, 12, 18 and 24 months of conceptional age. The growth of the preterm infants was compared with that of their term peers with uncomplicated course of pregnancy, labour, delivery and neonatal period. The preterm infants without intrauterine growth retardation caught up the term control infants by three months of conceptional age. The preterm small-for-gestational age infants remained smaller than the preterm appropriate-for-gestational age or the control infants in all measures throughout their first two years of life. Birth weight rather than gestational age predicted the growth outcome in preterm infants. Moderate or severe respiratory distress had no impact on the future growth of the infants in the present material. Prematurity as such does not seem to influence the growth of preterm infants.