| Literature DB >> 25600493 |
Jennifer J Bonner1, Pavan Vajjah, Khaled Abduljalil, Masoud Jamei, Amin Rostami-Hodjegan, Geoffrey T Tucker, Trevor N Johnson.
Abstract
PURPOSE: Gastric emptying (GE) is often reported to be slower and more irregular in premature neonates than in older children and adults. The aim of this study was to investigate the impact of age and other covariates on the rate of GE.Entities:
Keywords: gastric emptying; infant gut; neonatal gut; paediatric gastroenterology
Mesh:
Year: 2015 PMID: 25600493 PMCID: PMC5023994 DOI: 10.1002/bdd.1937
Source DB: PubMed Journal: Biopharm Drug Dispos ISSN: 0142-2782 Impact factor: 1.627
Studies used to construct and (*) validate the final model. References for the studies can be found in the supplementary material for the online version of this article
| Study no | Year | Study population | Age in months Mean (range) | Method | Meal | Feed category in analysis | Duration of sampling (min) | No of subjects | No of time points per subject |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1980 | Preterm neonates | (0–0.25) | D (PR) | 10% dextrose solution | Aqueous | 30 | 20 | 1 |
| 2 | 1980 | Preterm neonates | 0.5 | D (PR) | Sugar solutions | Aqueous | 30 | 16 | 1 |
| 3 | 2004 | Preterm neonates | 0.57 (0.20–1.2) | S (Tc) | Breast milk | Breast milk | 120 | 10 | 2 |
| 4 | 1996 | Preterm neonates | 1.47 (0.5–2.77) | U/S | Breast milk | Breast milk | 150 | 11 | 16 |
| 5 | 2000 | Preterm neonates | 1 | D (PEG) | Breast milk/formula | Breast milk/formula | 120 | 11 | 2 |
| 6 | 1997 | Preterm neonates | 0.77 | U/S | Breast milk/formula | Breast milk/formula | 120 | 32 | 9 |
| 7 | Preterm neonates | 0.73 | D | Breast milk/formula | Breast milk/formula | 180 | 31 | 2 | |
| 8 | Preterm neonates | 0.87 | D (PEG) | Breast milk/formula | Breast milk/formula | 20 | 27 | 1 | |
| 9 | 1994 | Preterm neonates | 0.36 (0.13–0.87) | U/S | Breast milk/formula | Breast milk/formula | 200 | 14 | 17 |
| 10 | 2008 | Preterm neonates | 0.13 | U/S | Breast milk/formula | Breast milk/formula | 120 | 20 | 1 |
| 11 | 1992 | Preterm neonates | 0.233 | D | Breast milk/formula | Breast milk/formula | 240 | 50 | 1 |
| 12 | 1999 | Preterm neonates | 0.9 (0.47–1.23) | U/S | Breast milk/formula | Breast milk/formula | 120 | 21 | 6 |
| 13 | 1983 | Preterm neonates | 0.41 (0.20–1.1) | S (Tc) | Formula | Formula | 30 | 16 | 1 |
| 14 | 1994 | Preterm neonates | 0.043 | S (Tc) | Formula | Formula | 120 | 20 | 16 |
| 15 | 1991 | Preterm neonates | 0.33 | D (PR) | Formula | Formula | 30 | 10 | 1 |
| 16 | 1978 | Preterm/term neonates | 0.011/0.04/0.071 | D (PR) | 5% dextrose solution | Aqueous | 30 | 47 | 1 |
| 17 | 1975 | Preterm/term neonates | 0.033 | D (PR) | 10% glucose solution | Aqueous | 30 | 12 | 1 |
| 18 | 2008 | VLBW neonates | (0.2–1) | U/S | Breast milk | Breast milk | 180 | 20 | 18 |
| 19 | 1996 | Preterm neonates/infants | 0.67 (0.2–2.23) | U/S | Breast milk | Breast milk | 120 | 22 | 9 |
| 20 | 2007 | Preterm neonates/infants | 1.33 | D | Formula | Formula | 180 | 9 | 6 |
| 21 | 1982 | Preterm neonates/infants | 1.2 (0.23–2.1) | D (PEG) | Formula | Formula | 120 | 10 | 6 |
| 22 | 1984 | Preterm neonates/infants | 1.5 (0.23–2.8) | D (PEG) | Formula | Formula | 100 | 10 | 5 |
| 23 | 1985 | Preterm neonates/infants | 1.4 (0.47–2.3) | D (PEG) | Formula | Formula | 100 | 11 | 5 |
| 24 | 1984 | Term neonates | (0.1–0.17) | D (PR) | Sugar solutions | Aqueous | 30 | 13 | 1 |
| 25 | 1980 | Term neonates | 0.30 (0.17–0.87) | D (PR) | 10% dextrose solution | Aqueous | 180 | 14 | 9 |
| 26 | 1992 | Infants | 9 (6–14) | D (PEG) | 5% dextrose solution | Aqueous | 80 | 10 | 5 |
| 27 | 1990 | Infants | (0–12) | S (Tc) | Breast milk/formula | Breast milk/formula | 2/3 | 90 | 2 |
| 28 | 2011 | Infants | 1.57 | U/S | Formula | Formula | 3 | 21 | 1 |
| 29 | 1989 | Infants | 7.56 (1.68–19.0) | D (PEG) | Formula | Formula | 3 | 12 | 4 |
| 30 | 2006 | Infants | 4.6 | U/S | Formula | Formula | 3 | 14 | 5 |
| 31 | 1993 | Infants | 4.3 (1–11) | S (Tc) | Formula | Formula | 3 | 28 | 1 |
| 32 | 2007 | Infants | 3 | S (Tc) | Formula | Formula | 3 | 81 | 2 |
| 33 | 1988 | Infants | 5.7 (2–14) | S (Tc) | Rice cereal | Semi‐solid | 120 | 10 | 1 |
| 34 | 1988 | Neonates/infants | 1.2 (0.47–1.63) | U/S | Formula | Formula | 180 | 6 | 12 |
| 35 | 1995 | Preterm/term infants | 0.8 (pre)/1.5 (term) | APT | Dioralyte/formula | Aqueous/formula | 90 | 82 | 10 |
| 36 | 1983 | Infants/children | 35.7 (0.75–168) | D (PEG) | Water | Aqueous | 60 | 30 | 4 |
| 37 | 2012 | Infants/children | 18 | S (Tc) | Breast milk/formula | Breast milk/formula | 60 | 81 | 1 |
| 38 | 2012 | Infants/children | 5 (infants), 84 (children) | U/S | 'Milk' | Formula | 20/120 | 44/11 | 4/13 |
| 39 | 1983 | Infants/children | 5.7 (1–23)/109 (24–174) | S (Tc) | 'Milk formula' | Formula | 60 | 49 | 1 |
| 40 | 2011 | Children | 110 (76.8–154) | MRI | Raspberry syrup soln | Aqueous | 120 | 16 | 4 |
| 41 | 2012 | Children | 133 (98.4–150) | MRI | Raspberry syrup soln | Aqueous | 60 | 14 | 2 |
| 42 | 1998 | Children | 84 (60–132) | S (Tc) | Pancakes | Solid | 120 | 11 | 8 |
| 43 | 1987 | Neon/inf/child/adolesc | 10 (0.5–192) | S (Tc) | Apple juice | Aqueous | 60 | 14 | 2 |
| 44 | 1984 | Neon/inf/child/adolesc | 1/8/19/42/120 | S (Tc) | Breast milk/for/water | Breast milk/for/aq | 120 | 44 | 2 |
| 45 | 1987 | Neon/inf/child/adolesc | 1.8/4.9/8.9/20.9/52.8/134 | S (Tc) | Formula or pudding | Formula/semi‐solid | 60 | 186 | 1 |
| 46 | 1997 | Children/adolescents | 153.6 | S (Tc) | Pancakes | Solid | 120 | 17 | 11 |
| 47 | 2011 | Adults | 840 | S (Tc) | Sucrose solution | Aqueous | 300 | 10 | 19 |
| 48 | 2012 | Adults | 418 | S (Tc) | Orange juice | Aqueous | 60 | 7 | 1 |
| 49 | 2011 | Adults | 598 | S (Tc) | Formula/lemonade | Aqueous/formula | 120 | 8 | 8 |
| 50 | 2011 | Adults | 744 (228–1008) | S (Tc) | Formula | Formula | 240 | 14 | 4 |
| 51 | 1981 | Adults | 340 (240–432) | S (Tc) | Cow's milk | Formula | 60 | 6 | 4 |
| 52 | 1989 | Adults | 504 (240–912) | S (Tc) | Liquid prot, fat, carb | Formula | 60 | 88 | 8 |
| 53 | 2012 | Adults | 564 | MRI | Liquid prot, fat, carb | Formula | 60 | 6 | 2 |
| 54 | 2011 | Adults | 468 | S (Tc) | Eggs/bread/milk | Solid | 240 | 19 | 12 |
| 55 | 1989 | Adults | 336 | S (Tc) | Tuna sandwich/milk | Solid | 90 | 10 | 1 |
| 56 | 2000 | Adults | 372 | S (Tc) | Egg/ham/bread/OJ | Solid | 165 | 15 | 11 |
| 57 | 1985 | Adults | 320 (252–432) | S (Tc/In) | Chicken liver/water | Solid | 120 | 13 | 12 |
| 58 | 2000 | Adults | (204–960) | S (Tc) | Omelette | Solid | 120 | 160 | 17 |
| 59 | 2012 | Adults | 439 | S (Tc) | Omelette | Solid | 120 | 18 | 11 |
| 60 | 2004 | Adults | (240–600) | S (In/Tc) | Water/omelette | Aqueous/solid | 120 | 11 | 8 |
| 61 | 2000 | Adults | 397.2 | S (Tc) | Omelette | Solid | 180 | 7 | 18 |
| 62 | 1994 | Adults | 342 (240–564) | S (Tc) | Scrambled egg/bread | Solid | 180 | 20 | 12 |
| 63 | 2011 | Adults | 565 | S (Tc) | Egg white sandwich | Solid | 240 | 23 | 3 |
| 64 | 2000 | Adults | 355 | S (Tc) | Egg sandwich | Solid | 120 | 9 | 8 |
| 65 | 2000 | Adults | 492 | S (Tc) | Egg subst/bread/jam | Solid | 240 | 123 | 3 |
| 66 | 1992 | Adults | 444 | S (Tc) | Egg sandwich | Solid | 90 | 10 | 1 |
Data used in model validation only.
neon, neonate; inf, infant; VLBW, very low birth weight; S, scintigraphy; Tc, 99technetium; In, 111indium; D, dilution method; PR, phenol red; PEG, polyethylene glycol; U/S, ultrasound; MRI, magnetic resonance imaging.
Figure 1Age and sex of the subjects in the study data set
Models evaluated and their objective function values (OFVs). The final model is indicated by a bold italic font
| Model | Attributes | OFV |
|---|---|---|
| Exponential models | Combined error | 2801.212 |
| Exponential + lag time | Additive error | 2696.632 |
| Exponential + lag time | Combined error | 2681.434 |
| Double Weibull | Combined error | 2176.032 |
| Double Weibull (BASE MODEL) | Combined error + Accounting for number of individuals in study + Test type | 2138.568 |
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|
|
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| Covariate model | BASE MODEL + Food types + postnatal Age | 1875.121 |
| Covariate model | Food types + Gestational age | 1875.211 |
Figure 2Visual predictive check plots. The green lines represent 2.5th and 97.5th percentiles of model‐predicted data. The solid grey line represents the 50th percentile of model‐predicted data. The dashed black line represents the median of the observed data
Figure 3Box‐whisker plots indicating a relationship between model‐based simulated mean gastric residence time and meal type: aq, aqueous solution; bm, breast milk; fm, formula; ss, semi‐solid meal; sol, solid meal
Figure 4Model‐based simulation of the relationship between postnatal age and mean gastric residence time, allowing for differences in the meal type. (A) whole 0–17 age range and (B) more detailed view for the 0–25 month age range. Open circles represent meal types: black, aqueous; blue, breast milk; green, formula milk; cyan, semi‐solid; red, solid
Final population model parameters
| Model parameter | Estimate (RSE) | Variability, ω2 (RSE) |
|---|---|---|
|
| 0.26 (17.7%) | 114 (11.6%) |
|
| 0.816 (6.1%) | 38.6 (10.5%) |
|
| 2.48 (11.3%) | 14.1 (15.2%) |
|
| 37.6 (21%) | 58.7 (8.1%) |
|
| 63.7 (7.6%) | 19.2 (28.1%) |
|
| 11.1 (15.9%) | NA |
|
| 0.697 (25.3%) | NA |
|
| 0.959 (35.7%) | NA |
|
| 1.15 (21.7%) | NA |
|
| 1.61 (37.5%) | NA |
|
| 1.99 (22.4%) | NA |
The parameters γ 1 and γ 2 define the scatter and β 1 and β 2 define the shape of the Weibull distribution function; PR represents the remaining percentage of test meal in the stomach when emptying is temporarily halted (see Eq. 1); θ w is the weighted standard deviation (see Eq. 3); θ Aqueous, θ Breast Milk,θ Form, θ Semi solid and θ Solid are the coefficient estimates for the following food types as covariates, aqueous solution, breast milk, formula, semi‐solid meals and solid meals, respectively. RES (%) is the relative standard error (%). NA, not applicable.
Figure 5Goodness of fit plots showing population and individual predictions, individual weighted residuals against individual predictions and weighted residuals against time. Lines are the best fit to the data
Figure 6Visual predictive check (VPC) of the final model against the validation dataset in relation to meal type. Black stars are the observed data