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van den Brink DA, de Vries ISA, Datema M, Perot L, Sommers R, Daams J, Calis JCJ, Brals D, Voskuijl W. Predicting Clinical Deterioration and Mortality at Differing Stages During Hospitalization: A Systematic Review of Risk Prediction Models in Children in Low- and Middle-Income Countries. J Pediatr 2023; 260:113448. [PMID: 37121311 DOI: 10.1016/j.jpeds.2023.113448] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 03/16/2023] [Accepted: 04/21/2023] [Indexed: 05/02/2023]
Abstract
OBJECTIVE To determine which risk prediction model best predicts clinical deterioration in children at different stages of hospital admission in low- and middle-income countries. METHODS For this systematic review, Embase and MEDLINE databases were searched, and Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines were followed. The key search terms were "development or validation study with risk-prediction model" AND "deterioration or mortality" AND "age 0-18 years" AND "hospital-setting: emergency department (ED), pediatric ward (PW), or pediatric intensive care unit (PICU)" AND "low- and middle-income countries." The Prediction Model Risk of Bias Assessment Tool was used by two independent authors. Forest plots were used to plot area under the curve according to hospital setting. Risk prediction models used in two or more studies were included in a meta-analysis. RESULTS We screened 9486 articles and selected 78 publications, including 67 unique predictive models comprising 1.5 million children. The best performing models individually were signs of inflammation in children that can kill (SICK) (ED), pediatric early warning signs resource limited settings (PEWS-RL) (PW), and Pediatric Index of Mortality (PIM) 3 as well as pediatric sequential organ failure assessment (pSOFA) (PICU). Best performing models after meta-analysis were SICK (ED), pSOFA and Pediatric Early Death Index for Africa (PEDIA)-immediate score (PW), and pediatric logistic organ dysfunction (PELOD) (PICU). There was a high risk of bias in all studies. CONCLUSIONS We identified risk prediction models that best estimate deterioration, although these risk prediction models are not routinely used in low- and middle-income countries. Future studies should focus on large scale external validation with strict methodological criteria of multiple risk prediction models as well as study the barriers in the way of implementation. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews: Prospero ID: CRD42021210489.
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Affiliation(s)
- Deborah A van den Brink
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands.
| | - Isabelle S A de Vries
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Myrthe Datema
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Lyric Perot
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Ruby Sommers
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Joost Daams
- Medical Library, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Job C J Calis
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Department of Paediatrics and Child Health, Kamuzu University of Health Sciences (formerly College of Medicine), Blantyre, Malawi; Pediatric Intensive Care, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Daniella Brals
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Wieger Voskuijl
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Amsterdam Institute for Global Health and Development, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Department of Paediatrics and Child Health, Kamuzu University of Health Sciences (formerly College of Medicine), Blantyre, Malawi
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van den Brink DA, de Meij T, Brals D, Bandsma RHJ, Thitiri J, Ngari M, Mwalekwa L, de Boer NKH, Wicaksono A, Covington JA, van Rheenen PF, Voskuijl WP. Prediction of mortality in severe acute malnutrition in hospitalized children by faecal volatile organic compound analysis: proof of concept. Sci Rep 2020; 10:18785. [PMID: 33154417 PMCID: PMC7645771 DOI: 10.1038/s41598-020-75515-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2019] [Accepted: 09/08/2020] [Indexed: 11/08/2022] Open
Abstract
Children with severe acute malnutrition (SAM) display immature, altered gut microbiota and have a high mortality risk. Faecal volatile organic compounds (VOCs) reflect the microbiota composition and may provide insight into metabolic dysfunction that occurs in SAM. Here we determine whether analysis of faecal VOCs could identify children with SAM with increased risk of mortality. VOC profiles from children who died within six days following admission were compared to those who were discharged alive using machine learning algorithms. VOC profiles of children who died could be separated from those who were discharged with fair accuracy (AUC) = 0.71; 95% CI 0.59-0.87; P = 0.004). We present the first study showing differences in faecal VOC profiles between children with SAM who survived and those who died. VOC analysis holds potential to help discover metabolic pathways within the intestinal microbiome with causal association with mortality and target treatments in children with SAM.Trial Registration: The F75 study is registered at clinicaltrials.gov/ct2/show/NCT02246296.
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Affiliation(s)
- Deborah A van den Brink
- Department of Paediatrics, Centre for Liver, Digestive and Metabolic Diseases, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands.
| | - Tim de Meij
- Department of Paediatric Gastroenterology, Emma, Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Daniella Brals
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands
- Department of Global Health, Amsterdam Institute for Global Health and Development, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Robert H J Bandsma
- Department of Paediatrics, Centre for Liver, Digestive and Metabolic Diseases, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
- Division of Gastroenterology, Hepatology and Nutrition and Translational Medicine Program, Hospital for Sick Children, Toronto, Canada
- The Childhood Acute Illness & Nutrition Network (CHAIN), Nairobi, Kenya
- Department of Biomedical Sciences, College of Medicine, University of Malawi, Blantyre, Malawi
| | - Johnstone Thitiri
- The Childhood Acute Illness & Nutrition Network (CHAIN), Nairobi, Kenya
- KEMRI/Welcome Trust Research Programme, Kilifi, Kenya
| | - Moses Ngari
- The Childhood Acute Illness & Nutrition Network (CHAIN), Nairobi, Kenya
- KEMRI/Welcome Trust Research Programme, Kilifi, Kenya
| | | | - Nanne K H de Boer
- Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology and Metabolism Research Institute, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | | | | | - Patrick F van Rheenen
- Department of Paediatrics, Centre for Liver, Digestive and Metabolic Diseases, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Wieger P Voskuijl
- Amsterdam Centre for Global Child Health, Emma Children's Hospital, Amsterdam University Medical Centres, Amsterdam, The Netherlands.
- Department of Global Health, Amsterdam Institute for Global Health and Development, Amsterdam University Medical Centres, Amsterdam, The Netherlands.
- The Childhood Acute Illness & Nutrition Network (CHAIN), Nairobi, Kenya.
- Department of Paediatrics, College of Medicine, University of Malawi, Blantyre, Malawi.
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Bandsma RHJ, Voskuijl W, Chimwezi E, Fegan G, Briend A, Thitiri J, Ngari M, Mwalekwa L, Bandika V, Ali R, Hamid F, Owor B, Mturi N, Potani I, Allubha B, Muller Kobold AC, Bartels RH, Versloot CJ, Feenstra M, van den Brink DA, van Rheenen PF, Kerac M, Bourdon C, Berkley JA. A reduced-carbohydrate and lactose-free formulation for stabilization among hospitalized children with severe acute malnutrition: A double-blind, randomized controlled trial. PLoS Med 2019; 16:e1002747. [PMID: 30807589 PMCID: PMC6390989 DOI: 10.1371/journal.pmed.1002747] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2018] [Accepted: 01/18/2019] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Children with medically complicated severe acute malnutrition (SAM) have high risk of inpatient mortality. Diarrhea, carbohydrate malabsorption, and refeeding syndrome may contribute to early mortality and delayed recovery. We tested the hypothesis that a lactose-free, low-carbohydrate F75 milk would serve to limit these risks, thereby reducing the number of days in the stabilization phase. METHODS AND FINDINGS In a multicenter double-blind trial, hospitalized severely malnourished children were randomized to receive standard formula (F75) or isocaloric modified F75 (mF75) without lactose and with reduced carbohydrate. The primary endpoint was time to stabilization, as defined by the World Health Organization (WHO), with intention-to-treat analysis. Secondary outcomes included in-hospital mortality, diarrhea, and biochemical features of malabsorption and refeeding syndrome. The trial was registered at clinicaltrials.gov (NCT02246296). Four hundred eighteen and 425 severely malnourished children were randomized to F75 and mF75, respectively, with 516 (61%) enrolled in Kenya and 327 (39%) in Malawi. Children with a median age of 16 months were enrolled between 4 December 2014 and 24 December 2015. One hundred ninety-four (46%) children assigned to F75 and 188 (44%) to mF75 had diarrhea at admission. Median time to stabilization was 3 days (IQR 2-5 days), which was similar between randomized groups (0.23 [95% CI -0.13 to 0.60], P = 0.59). There was no evidence of effect modification by diarrhea at admission, age, edema, or HIV status. Thirty-six and 39 children died before stabilization in the F75 and in mF75 arm, respectively (P = 0.84). Cumulative days with diarrhea (P = 0.27), enteral (P = 0.42) or intravenous fluids (P = 0.19), other serious adverse events before stabilization, and serum and stool biochemistry at day 3 did not differ between groups. The main limitation was that the primary outcome of clinical stabilization was based on WHO guidelines, comprising clinical evidence of recovery from acute illness as well as metabolic stabilization evidenced by recovery of appetite. CONCLUSIONS Empirically treating hospitalized severely malnourished children during the stabilization phase with lactose-free, reduced-carbohydrate milk formula did not improve clinical outcomes. The biochemical analyses suggest that the lactose-free formulae may still exceed a carbohydrate load threshold for intestinal absorption, which may limit their usefulness in the context of complicated SAM. TRIAL REGISTRATION ClinicalTrials.gov NCT02246296.
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Affiliation(s)
- Robert H. J. Bandsma
- Division of Gastroenterology, Hepatology and Nutrition, Hospital for Sick Children, Toronto, Canada
- Translational Medicine Program, Hospital for Sick Children, Toronto, Canada
- Center for Global Child Health, Hospital for Sick Children, Toronto, Canada
- Department of Nutrition Sciences, University of Toronto, Toronto, Canada
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, the Netherlands
- Department of Biomedical Sciences, College of Medicine, University of Malawi, Blantyre, Malawi
- The Childhood Acute Illness and Nutrition Network (CHAIN), Nairobi, Kenya
| | - Wieger Voskuijl
- The Childhood Acute Illness and Nutrition Network (CHAIN), Nairobi, Kenya
- Department of Paediatrics and Child Health College of Medicine, University of Malawi, Blantyre, Malawi
- Global Child Health Group, Emma Children’s Hospital, Academic Medical Centre, Amsterdam, the Netherlands
| | - Emmanuel Chimwezi
- Department of Paediatrics and Child Health College of Medicine, University of Malawi, Blantyre, Malawi
| | - Greg Fegan
- Swansea Trials Unit, Swansea University Medical School, Swansea, United Kingdom
| | - André Briend
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Denmark
- University of Tampere School of Medicine, Center for Child Health Research, Tampere, Finland
| | | | - Moses Ngari
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
| | | | - Victor Bandika
- Department of Paediatrics, Coast General Hospital, Mombasa, Kenya
| | - Rehema Ali
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
| | - Fauzat Hamid
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
| | - Betty Owor
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
| | - Neema Mturi
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
| | - Isabel Potani
- Department of Paediatrics and Child Health College of Medicine, University of Malawi, Blantyre, Malawi
| | - Benjamin Allubha
- Department of Paediatrics and Child Health College of Medicine, University of Malawi, Blantyre, Malawi
| | - Anneke C. Muller Kobold
- University of Groningen, University Medical Center Groningen, Department of Laboratory Medicine, Groningen, the Netherlands
| | - Rosalie H. Bartels
- Global Child Health Group, Emma Children’s Hospital, Academic Medical Centre, Amsterdam, the Netherlands
| | - Christian J. Versloot
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, the Netherlands
| | - Marjon Feenstra
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, the Netherlands
| | - Deborah A. van den Brink
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, the Netherlands
| | - Patrick F. van Rheenen
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, the Netherlands
| | - Marko Kerac
- London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Celine Bourdon
- Translational Medicine Program, Hospital for Sick Children, Toronto, Canada
- The Childhood Acute Illness and Nutrition Network (CHAIN), Nairobi, Kenya
| | - James A. Berkley
- The Childhood Acute Illness and Nutrition Network (CHAIN), Nairobi, Kenya
- KEMRI/Wellcome Trust Research Programme, Kilifi, Kenya
- Centre for Tropical Medicine and Global Health, Nuffield Department of Clinical Medicine, University of Oxford, United Kingdom
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Bartels RH, Bourdon C, Potani I, Mhango B, van den Brink DA, Mponda JS, Muller Kobold AC, Bandsma RH, Boele van Hensbroek M, Voskuijl WP. Pancreatic Enzyme Replacement Therapy in Children with Severe Acute Malnutrition: A Randomized Controlled Trial. J Pediatr 2017; 190:85-92.e2. [PMID: 28912050 DOI: 10.1016/j.jpeds.2017.07.013] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Revised: 05/26/2017] [Accepted: 07/07/2017] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To assess the benefits of pancreatic enzyme replacement therapy (PERT) in children with complicated severe acute malnutrition. STUDY DESIGN We conducted a randomized, controlled trial in 90 children aged 6-60 months with complicated severe acute malnutrition at the Queen Elizabeth Central Hospital in Malawi. All children received standard care; the intervention group also received PERT for 28 days. RESULTS Children treated with PERT for 28 days did not gain more weight than controls (13.7 ± 9.0% in controls vs 15.3 ± 11.3% in PERT; P = .56). Exocrine pancreatic insufficiency was present in 83.1% of patients on admission and fecal elastase-1 levels increased during hospitalization mostly seen in children with nonedematous severe acute malnutrition (P <.01). Although the study was not powered to detect differences in mortality, mortality was significantly lower in the intervention group treated with pancreatic enzymes (18.6% vs 37.8%; P < .05). Children who died had low fecal fatty acid split ratios at admission. Exocrine pancreatic insufficiency was not improved by PERT, but children receiving PERT were more likely to be discharged with every passing day (P = .02) compared with controls. CONCLUSIONS PERT does not improve weight gain in severely malnourished children but does increase the rate of hospital discharge. Mortality was lower in patients on PERT, a finding that needs to be investigated in a larger cohort with stratification for edematous and nonedematous malnutrition. Mortality in severe acute malnutrition is associated with markers of poor digestive function. TRIAL REGISTRATION ISRCTN.com: 57423639.
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Affiliation(s)
- Rosalie H Bartels
- Global Child Health Group, Emma Children's Hospital, Academic Medical Center, Amsterdam, The Netherlands; Department of Pediatrics and Child Health, College of Medicine, University of Malawi, Blantyre, Malawi.
| | - Céline Bourdon
- Department of Physiology and Experimental Medicine, The Hospital for Sick Children, Toronto, Canada
| | - Isabel Potani
- Department of Pediatrics and Child Health, College of Medicine, University of Malawi, Blantyre, Malawi
| | - Brian Mhango
- Department of Pediatrics and Child Health, College of Medicine, University of Malawi, Blantyre, Malawi
| | - Deborah A van den Brink
- Department of Pediatrics, Center for Liver, Digestive and Metabolic Diseases, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - John S Mponda
- Department of Pharmacy, College of Medicine, University of Malawi, Blantyre, Malawi
| | - Anneke C Muller Kobold
- Department of Laboratory Medicine, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Robert H Bandsma
- Department of Pediatrics, Center for Liver, Digestive and Metabolic Diseases, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands; Department of Biomedical Sciences, College of Medicine, University of Malawi, Blantyre, Malawi
| | | | - Wieger P Voskuijl
- Global Child Health Group, Emma Children's Hospital, Academic Medical Center, Amsterdam, The Netherlands; Department of Pediatrics and Child Health, College of Medicine, University of Malawi, Blantyre, Malawi
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