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Mughis W, Ahmed S, Umrani F, Jakhro S, Qureshi K, Mangrio A, Rizvi A, Ali A. Association of feeding practices with growth in infants: a longitudinal observational study in a rural district of Pakistan. BMJ PUBLIC HEALTH 2025; 3:e001204. [PMID: 40166605 PMCID: PMC11956284 DOI: 10.1136/bmjph-2024-001204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 03/07/2025] [Indexed: 04/02/2025]
Abstract
Background Exclusive breastfeeding (EBF) is recommended for the first 6 months of an infant's life, but barriers to EBF persist due to sociocultural, economic and health-related factors in resource-poor settings. This study examines the association between feeding practices and malnutrition in a birth cohort from a rural district of Pakistan. Methods Data were collected from a cohort of n=2697 infants, up to 6 months of age, through routine household visits by community health workers. The study analysed demographic characteristics, feeding practices, anthropometric and health information of infants and their mothers. Results Breastfeeding practices varied, with EBF being more common in the first month, while predominant breastfeeding (breastmilk with non-milk liquids) was most prevalent from 1 to 6 months. Almost all (98.3%) infants had been breastfed at some point between birth and 6 months but <10% were being exclusively breastfed by 6 months of age, with a significant proportion already identified as wasting (14.7%), stunted (36.7%) and underweight (38.5%) at baseline (birth). Early initiation of complementary feeding or breastmilk alternatives before 4 months was significantly associated with increased odds of wasting by 6 months of age (adjusted OR (AOR)=4.14; 95% CI: 1.95 to 8.77; p<0.001). Infants not born in medical facilities had higher risks of wasting (AOR=2.43; 95% CI: 1.13 to 5.21) and underweight status (AOR=1.74; 95% CI: 1.13 to 2.71). Conclusion Our study indicates that infants were over four times more likely to be malnourished by 6 months if complementary feeding was initiated before 4 months of age. While causal relations/directionality cannot be established from these findings, we believe that parents may resort to suboptimal complementary feeding practices shortly after birth, due to perceived inadequate infant growth. A tailored approach addressing systemic barriers to optimal feeding practices is recommended for resource-constrained, nutrition-poor settings, such as rural Pakistan.
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Affiliation(s)
- Waliyah Mughis
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
| | - Sheraz Ahmed
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
| | - Fayaz Umrani
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
| | - Sadaf Jakhro
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
| | - Khaliq Qureshi
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
| | | | | | - Asad Ali
- Community Health Sciences, The Aga Khan University, Karachi, Sindh, Pakistan
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Kivelä L, Lindfors K, Lundin KEA, Størdal K. Review article: Faecal biomarkers for assessing small intestinal damage in coeliac disease and environmental enteropathy. Aliment Pharmacol Ther 2024; 60:988-1004. [PMID: 39233618 DOI: 10.1111/apt.18234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 06/19/2024] [Accepted: 08/20/2024] [Indexed: 09/06/2024]
Abstract
BACKGROUND In coeliac disease and environmental enteropathy, dietary gluten and enteric infections cause reversible inflammation and morphological changes to the small intestinal mucosa that can be detected in biopsy samples obtained by endoscopy. However, there is a clear need for non-invasive biomarkers. Constant shedding of mucosal material into the bowel lumen and faeces, together with easy availability of stool, makes it an interesting sample matrix. AIMS To conduct a systematic literature search and summarize the existing evidence for host mucosa-derived faecal biomarkers in evaluating small intestinal damage. METHODS We searched for studies on PubMed (MEDLINE) until 1 March 2024. RESULTS We identified 494 studies and included 35 original case-control and cohort studies. These assessed host mucosal transcripts and 14 other markers aiming specifically to reflect inflammation and cell-mediated, innate and gluten-induced immune responses. In coeliac disease, faecal calprotectin and anti-gliadin, tissue transglutaminase, endomysium and deamidated gliadin peptide antibodies were the most studied but with inconsistent results. Single studies reported positive findings about microRNA transcripts, β-defensin-2, lipocalin-2, zonulin-related proteins and angiotensin-converting enzyme. In environmental enteropathy, a non-significant association was reported between calprotectin and urine lactulose/mannitol ratio; there were conflicting results for neopterin, myeloperoxidase and host transcripts. Single studies reported a positive association for lactoferrin, and a negative association for regenerating islet-derived protein 1. Studies comparing faecal markers against small intestinal biopsy findings were not identified in environmental enteropathy. CONCLUSIONS Further studies are needed to determine reliable faecal markers as a proxy for small intestinal mucosal damage.
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Affiliation(s)
- Laura Kivelä
- Department of Pediatric Research, Faculty of Medicine, University of Oslo, Oslo, Norway
- Celiac Disease Research Center, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Children's Hospital, Helsinki University Hospital, Helsinki, Finland
- Department of Pediatrics, Tampere University Hospital, Wellbeing Services County of Pirkanmaa, Tampere, Finland
| | - Katri Lindfors
- Celiac Disease Research Center, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Knut E A Lundin
- Department of Gastroenterology, Oslo University Hospital Rikshospitalet, Oslo, Norway
- Norwegian Coeliac Disease Research Centre, Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Ketil Størdal
- Department of Pediatric Research, Faculty of Medicine, University of Oslo, Oslo, Norway
- Department of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
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Ehsan L, Coomes D, Kelly P, Greene AR, Ali SA, Mulenga C, Denno DM, VanBuskirk K, Raghib MF, Mahfuz M, Moore SR, Hossain MS, Ahmed T, Sullivan PB, Moskaluk CA, Syed S. Duodenal quantitative mucosal morphometry in children with environmental enteric dysfunction: a cross-sectional multicountry analysis. Am J Clin Nutr 2024; 120 Suppl 1:S41-S50. [PMID: 38685382 PMCID: PMC11562031 DOI: 10.1016/j.ajcnut.2024.04.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 03/08/2024] [Accepted: 04/24/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND Environmental enteric dysfunction (EED), a chronic inflammatory condition of the small intestine, is an important driver of childhood malnutrition globally. Quantifying intestinal morphology in EED allows for exploration of its association with functional and disease outcomes. OBJECTIVES We sought to define morphometric characteristics of childhood EED and determine whether morphology features were associated with disease pathophysiology. METHODS Morphometric measurements and histology were assessed on duodenal biopsy slides for this cross-sectional study from children with EED in Bangladesh, Pakistan, and Zambia (n = 69), and those with no pathologic abnormality (NPA; n = 8) or celiac disease (n = 18) in North America. Immunohistochemistry was also conducted on 46, 8, and 18 biopsy slides, respectively. Linear mixed-effects regression models were used to reveal morphometric differences between EED compared with NPA or celiac disease and identify associations between morphometry and histology or immunohistochemistry among children with EED. RESULTS In duodenal biopsies, median EED villus height (248 μm), crypt depth (299 μm), and villus:crypt (V:C) ratio (0.9) values ranged between those of NPA (396 μm villus height; 246 μm crypt depth; 1.6 V:C ratio) and celiac disease (208 μm villus height; 365 μm crypt depth; 0.5 V:C ratio). Among EED biopsy slides, morphometric assessments were not associated with histologic parameters or immunohistochemical markers, other than pathologist-determined subjective semiquantitative villus architecture. CONCLUSIONS Morphometric analysis of duodenal biopsy slides across geographies identified morphologic features of EED, specifically short villi, elongated crypts, and a smaller V:C ratio relative to NPA slides, although not as severe as in celiac slides. Morphometry did not explain other EED features, suggesting that EED histopathologic processes may be operating independently of morphology. Although acknowledging the challenges with obtaining relevant tissue, these data form the basis for further assessments of the role of morphometry in EED.
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Affiliation(s)
- Lubaina Ehsan
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of Virginia, Charlottesville, VA, United States
| | - David Coomes
- Department of Epidemiology, University of Washington, Seattle, WA, United States
| | - Paul Kelly
- Blizard Institute, Barts and The London School of Medicine, Queen Mary University of London, London, United Kingdom
| | - Adam R Greene
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of Virginia, Charlottesville, VA, United States
| | - S Asad Ali
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Chola Mulenga
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
| | - Donna M Denno
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Kelley VanBuskirk
- Department of Global Health, University of Washington, Seattle, WA, United States
| | - Muhammad Faraz Raghib
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States
| | - Mustafa Mahfuz
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Sean R Moore
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States
| | - Md Shabab Hossain
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Tahmeed Ahmed
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Peter B Sullivan
- Department of Paediatrics, Children's Hospital, University of Oxford, Oxford, United Kingdom
| | | | - Sana Syed
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States.
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Kelly P, VanBuskirk K, Coomes D, Mouksassi S, Smith G, Jamil Z, Hossain MS, Syed S, Marie C, Tarr PI, Sullivan PB, Petri WA, Denno DM, Ahmed T, Mahfuz M, Ali SA, Moore SR, Ndao IM, Tearney GJ, Ömer H Yilmaz, Raghavan SS, Moskaluk CA, Liu TC. Histopathology underlying environmental enteric dysfunction in a cohort study of undernourished children in Bangladesh, Pakistan, and Zambia compared with United States children. Am J Clin Nutr 2024; 120 Suppl 1:S15-S30. [PMID: 39300660 DOI: 10.1016/j.ajcnut.2024.02.028] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 02/19/2024] [Accepted: 02/22/2024] [Indexed: 09/22/2024] Open
Abstract
BACKGROUND Environmental enteric dysfunction (EED) is an asymptomatic intestinal disorder associated with growth impairment, delayed neurocognitive development, and impaired oral vaccine responses. OBJECTIVES We set out to develop and validate a histopathologic scoring system on duodenal biopsies from a cohort study of children with growth failure in Bangladesh, Pakistan, and Zambia ("EED") with reference to biopsies from United States children with no clinically reported histologic pathology (referred to hereafter as "normal") or celiac disease. METHODS Five gastrointestinal pathologists evaluated 745 hematoxylin and eosin slide images from 291 children with EED (mean age: 1.6 y) and 66 United States children (mean age: 6.8 y). Histomorphologic features (i.e., villus/crypt architecture, goblet cells, epithelial and lamina propria acute/chronic inflammation, Brunner's glands, Paneth cells, epithelial detachment, enterocyte injury, and foveolar metaplasia) were used to score each histopathologic slide. Generalized estimating equations were used to determine differences between EED, normal, and celiac disease, and receiver operating characteristic curves were used to assess predictive value. RESULTS Biopsies from the duodenal bulb showed higher intramucosal Brunner's gland scores and lower intraepithelial lymphocyte scores than from the second or third parts of the duodenum (D2/3), so only D2/3 were included in the final analysis. Although 7 parameters differed significantly between EED and normal biopsies in regression models, only 5 (blunted villus architecture, increased intraepithelial lymphocytosis, goblet cell depletion, Paneth cell depletion, and reduced intramucosal Brunner's glands) were required to create a total score percentage (TSP-5) that correctly identified EED against normal biopsies (AUC: 0.992; 95% CI: 0.983, 0.998). Geographic comparisons showed more severe goblet cell depletion in Bangladesh and more marked intraepithelial lymphocytosis in Pakistan. CONCLUSIONS This scoring system involving 5 histologic parameters demonstrates very high discrimination between EED and normal biopsies, indicating that this scoring system can be applied with confidence to studies of intestinal biopsies in EED.
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Affiliation(s)
- Paul Kelly
- Blizard Institute, Barts & The London School of Medicine, Queen Mary University of London, London, United Kingdom.
| | - Kelley VanBuskirk
- Department of Global Health, University of Washington School of Public Health, Seattle, WA, United States
| | - David Coomes
- Department of Epidemiology, University of Washington School of Public Health, Seattle, WA, United States
| | | | | | - Zehra Jamil
- Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
| | - Md Shabab Hossain
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Sana Syed
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - Chelsea Marie
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - Phillip I Tarr
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States
| | - Peter B Sullivan
- Department of Paediatrics, Children's Hospital, University of Oxford, Oxford, United Kingdom
| | - William A Petri
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - Donna M Denno
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, United States
| | - Tahmeed Ahmed
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Mustafa Mahfuz
- Nutrition Research Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - S Asad Ali
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sean R Moore
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - I Malick Ndao
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States
| | | | - Ömer H Yilmaz
- Department of Pathology, Massachusetts General Hospital, Boston, MA, United States
| | - Shyam S Raghavan
- Department of Pathology, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - Christopher A Moskaluk
- Department of Pathology, University of Virginia School of Medicine, Charlottesville, VA, United States
| | - Ta-Chiang Liu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, United States
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Zulqarnain F, Zhao X, Setchell KD, Sharma Y, Fernandes P, Srivastava S, Shrivastava A, Ehsan L, Jain V, Raghavan S, Moskaluk C, Haberman Y, Denson LA, Mehta K, Iqbal NT, Rahman N, Sadiq K, Ahmad Z, Idress R, Iqbal J, Ahmed S, Hotwani A, Umrani F, Amadi B, Kelly P, Brown DE, Moore SR, Ali SA, Syed S. Machine-learning-based integrative -'omics analyses reveal immunologic and metabolic dysregulation in environmental enteric dysfunction. iScience 2024; 27:110013. [PMID: 38868190 PMCID: PMC11167436 DOI: 10.1016/j.isci.2024.110013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 02/18/2024] [Accepted: 05/14/2024] [Indexed: 06/14/2024] Open
Abstract
Environmental enteric dysfunction (EED) is a subclinical enteropathy challenging to diagnose due to an overlap of tissue features with other inflammatory enteropathies. EED subjects (n = 52) from Pakistan, controls (n = 25), and a validation EED cohort (n = 30) from Zambia were used to develop a machine-learning-based image analysis classification model. We extracted histologic feature representations from the Pakistan EED model and correlated them to transcriptomics and clinical biomarkers. In-silico metabolic network modeling was used to characterize alterations in metabolic flux between EED and controls and validated using untargeted lipidomics. Genes encoding beta-ureidopropionase, CYP4F3, and epoxide hydrolase 1 correlated to numerous tissue feature representations. Fatty acid and glycerophospholipid metabolism-related reactions showed altered flux. Increased phosphatidylcholine, lysophosphatidylcholine (LPC), and ether-linked LPCs, and decreased ester-linked LPCs were observed in the duodenal lipidome of Pakistan EED subjects, while plasma levels of glycine-conjugated bile acids were significantly increased. Together, these findings elucidate a multi-omic signature of EED.
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Affiliation(s)
| | - Xueheng Zhao
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati School of Medicine, Cincinnati, OH, USA
| | - Kenneth D.R. Setchell
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati School of Medicine, Cincinnati, OH, USA
| | - Yash Sharma
- University of Virginia, Charlottesville, VA, USA
| | | | | | | | | | - Varun Jain
- University of Virginia, Charlottesville, VA, USA
| | | | | | - Yael Haberman
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati School of Medicine, Cincinnati, OH, USA
| | - Lee A. Denson
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati School of Medicine, Cincinnati, OH, USA
| | - Khyati Mehta
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati School of Medicine, Cincinnati, OH, USA
| | | | | | | | | | | | | | | | | | | | | | - Paul Kelly
- University Teaching Hospital, Lusaka, Zambia
- Queen Mary University of London, London, UK
| | | | | | | | - Sana Syed
- University of Virginia, Charlottesville, VA, USA
- Aga Khan University, Karachi, Pakistan
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6
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Malique A, Sun S, Chandwe K, Amadi B, Haritunians T, Jain U, Muegge BD, Frein J, Sasaki Y, Foster A, Storer CE, Mengesha E, Kern J, McGovern DPB, Head RD, Kelly P, Liu TC. NAD + precursors and bile acid sequestration treat preclinical refractory environmental enteric dysfunction. Sci Transl Med 2024; 16:eabq4145. [PMID: 38170788 DOI: 10.1126/scitranslmed.abq4145] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 12/04/2023] [Indexed: 01/05/2024]
Abstract
Environmental enteric dysfunction (EED) is a diffuse small bowel disorder associated with poor growth, inadequate responses to oral vaccines, and nutrient malabsorption in millions of children worldwide. We identify loss of the small intestinal Paneth and goblet cells that are critical for innate immunity, reduced villous height, increased bile acids, and dysregulated nicotinamide adenine dinucleotide (NAD+) synthesis signaling as potential mechanisms underlying EED and which also correlated with diminished length-for-age z score. Isocaloric low-protein diet (LPD) consumption in mice recapitulated EED histopathology and transcriptomic changes in a microbiota-independent manner, as well as increases in serum and fecal bile acids. Children with refractory EED harbor single-nucleotide polymorphisms in key enzymes involved in NAD+ synthesis. In mice, deletion of Nampt, the gene encoding the rate-limiting enzyme in the NAD+ salvage pathway, from intestinal epithelium also reduced Paneth cell function, a deficiency that was further aggravated by LPD. Separate supplementation with NAD+ precursors or bile acid sequestrant partially restored LPD-associated Paneth cell defects and, when combined, fully restored all histopathology defects in LPD-fed mice. Therapeutic regimens that increase protein and NAD+ contents while reducing excessive bile acids may benefit children with refractory EED.
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Affiliation(s)
- Atika Malique
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Shengxiang Sun
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Kanta Chandwe
- Tropical Gastroenterology and Nutrition Group, Department of Medicine, University of Zambia School of Medicine, P.O. Box 50398, Lusaka, Zambia
| | - Beatrice Amadi
- Tropical Gastroenterology and Nutrition Group, Department of Medicine, University of Zambia School of Medicine, P.O. Box 50398, Lusaka, Zambia
| | - Talin Haritunians
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Umang Jain
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Brian D Muegge
- Department of Medicine, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Jennifer Frein
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Yo Sasaki
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Amanda Foster
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Chad E Storer
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Emebet Mengesha
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Justin Kern
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Dermot P B McGovern
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Richard D Head
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Paul Kelly
- Tropical Gastroenterology and Nutrition Group, Department of Medicine, University of Zambia School of Medicine, P.O. Box 50398, Lusaka, Zambia
- Blizard Institute, Barts & the London School of Medicine and Dentistry, Queen Mary University of London, London E1 2AD, UK
| | - Ta-Chiang Liu
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO 63110, USA
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Sarfraz A, Ahmed S, Muhammad S, Rehman N, Soomro SI, Qureshi K, Jakhro S, Umrani F, Greene A, Syed S, Moore SR, Ali SA. Standard RUTF vs. locally-made RUSF for acutely malnourished children: A quasi-experimental comparison of the impact on growth and compliance in a rural community of Pakistan. PLoS One 2023; 18:e0287962. [PMID: 37437065 PMCID: PMC10337979 DOI: 10.1371/journal.pone.0287962] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 06/14/2023] [Indexed: 07/14/2023] Open
Abstract
BACKGROUND The reduction in severe and moderate acute malnutrition (SAM and MAM) rates in Pakistan has been sub-optimal compared to other low-and middle-income countries (LMICs). Specially-formulated products have been designed globally to manage SAM and MAM, such as ready-to-use therapeutic food (RUTF) and ready-to-use supplementary food (RUSF), with variable efficacies. RUTF is primarily produced and patented in industrialized countries, raising supply challenges in resource-constrained regions with a high burden of acute malnutrition. RUSF minimizes costs by using locally-available ingredients while providing similar nutritional value. In this study, we compared the efficacy, side effects, and compliance of two months of supplementation with either RUTF or RUSF. METHODS Children aged nine months in the rural district of Matiari, Pakistan, with a weight-for-height z-score (WHZ) <-2 received either RUTF (500 kcal sachet) for two months in 2015 or RUSF (520 kcal sachet) for two months in 2018. RESULTS The RUSF group had a higher height gain and mid-upper arm circumferences (MUAC) score. Higher compliance was noted with lower side effects in the RUSF group. A higher compliance rate did correlate with the growth parameters in respective groups. CONCLUSION Our study found that both RUTF and RUSF partially improve the anthropometric status of acutely malnourished children, with neither being superior to the other.
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Affiliation(s)
- Azza Sarfraz
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sheraz Ahmed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sajid Muhammad
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeb Rehman
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sanam Iram Soomro
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Khaliq Qureshi
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sadaf Jakhro
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Fayaz Umrani
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Adam Greene
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Sana Syed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Sean R. Moore
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Syed Asad Ali
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
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Serrano Matos YA, Cano J, Shafiq H, Williams C, Sunny J, Cowardin CA. Colonization during a key developmental window reveals microbiota-dependent shifts in growth and immunity during undernutrition. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.07.547849. [PMID: 37461523 PMCID: PMC10350093 DOI: 10.1101/2023.07.07.547849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Childhood undernutrition is a major global health challenge with devastating lifelong consequences. Linear growth stunting due to undernutrition has been linked to poor outcomes, and mothers who experience stunting are more likely to give birth to stunted children. Murine models that capture the intergenerational and multifactorial nature of undernutrition are critical to understanding the underlying biology of this disorder. Here we report a gnotobiotic mouse model of undernutrition using microbiota from human infants with healthy or stunted growth trajectories. Intergenerational transmission of microbiota from parents to offspring leads to the development of growth and immune features of undernutrition and enteropathy, including reduced linear growth, intestinal villus blunting and accumulation of intraepithelial lymphocytes. In contrast, colonization after weaning reduces sensitivity to detect changes driven by distinct microbial communities. Overall, these results suggest intergenerational colonization is a useful approach with which to investigate microbiota-dependent growth and immunity in early life.
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Affiliation(s)
- Yadeliz A. Serrano Matos
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- Department of Microbiology, Immunology and Cancer Biology, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- These authors contributed equally
| | - Jasmine Cano
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- These authors contributed equally
| | - Hamna Shafiq
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
| | - Claire Williams
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- Department of Microbiology, Immunology and Cancer Biology, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
| | - Julee Sunny
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
| | - Carrie A. Cowardin
- Division of Pediatric Gastroenterology & Hepatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- Department of Microbiology, Immunology and Cancer Biology, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
- Senior author
- Lead contact
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Abtahi S, Sailer A, Roland JT, Haest X, Chanez-Paredes SD, Ahmad K, Sadiq K, Iqbal NT, Ali SA, Turner JR. Intestinal Epithelial Digestive, Transport, and Barrier Protein Expression Is Increased in Environmental Enteric Dysfunction. J Transl Med 2023; 103:100036. [PMID: 36870290 PMCID: PMC10121737 DOI: 10.1016/j.labinv.2022.100036] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 11/08/2022] [Accepted: 11/16/2022] [Indexed: 01/11/2023] Open
Abstract
Environmental enteric dysfunction (EED) is characterized by malabsorption and diarrhea that result in irreversible deficits in physical and intellectual growth. We sought to define the expression of transport and tight junction proteins by quantitative analysis of duodenal biopsies from patients with EED. Biopsies from Pakistani children with confirmed EED diagnoses were compared to those from age-matched North American healthy controls, patients with celiac disease, and patients with nonceliac disease with villous atrophy or intraepithelial lymphocytosis. Expression of brush border digestive and transport proteins and paracellular (tight junction) proteins was assessed by quantitative multiplex immunofluorescence microscopy. EED was characterized by partial villous atrophy and marked intraepithelial lymphocytosis. Epithelial proliferation and enteroendocrine, tuft, and Paneth cell numbers were unchanged, but there was significant goblet cell expansion in EED biopsies. Expression of proteins involved in nutrient and water absorption and that of the basolateral Cl- transport protein NKCC1 were also increased in EED. Finally, the barrier-forming tight junction protein claudin-4 (CLDN4) was significantly upregulated in EED, particularly within villous enterocytes. In contrast, expression of CFTR, CLDN2, CLDN15, JAM-A, occludin, ZO-1, and E-cadherin was unchanged. Upregulation of a barrier-forming tight junction protein and brush border and basolateral membrane proteins that support nutrient and water transport in EED is paradoxical, as their increased expression would be expected to be correlated with increased intestinal barrier function and enhanced absorption, respectively. These data suggest that EED activates adaptive intestinal epithelial responses to enhance nutrient absorption but that these changes are insufficient to restore health.
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Affiliation(s)
- Shabnam Abtahi
- Laboratory of Mucosal Barrier Pathobiology, Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Anne Sailer
- Department of Pathology, University of Chicago, Chicago, Illinois
| | - Joseph T Roland
- Epithelial Biology Center, Vanderbilt University Medical Center; Nashville, Tennessee
| | - Xenia Haest
- Laboratory of Mucosal Barrier Pathobiology, Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Sandra D Chanez-Paredes
- Laboratory of Mucosal Barrier Pathobiology, Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Kumail Ahmad
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Kamran Sadiq
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeha Talat Iqbal
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - S Asad Ali
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Jerrold R Turner
- Laboratory of Mucosal Barrier Pathobiology, Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts; Department of Pathology, University of Chicago, Chicago, Illinois.
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Hodges P, Tembo M, Kelly P. Intestinal Biopsies for the Evaluation of Environmental Enteropathy and Environmental Enteric Dysfunction. J Infect Dis 2021; 224:S856-S863. [PMID: 34273148 PMCID: PMC8687084 DOI: 10.1093/infdis/jiab372] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Environmental enteric dysfunction (EED) is a syndrome characterized by impairments of digestion and absorption and intestinal barrier failure in people living in insanitary or tropical environments. There is substantial evidence that it contributes to impaired linear growth of millions of children in low- and middle-income countries, to slowed neurocognitive development, and to diminished responses to oral vaccines. It represents the functional consequences of environmental enteropathy, an asymptomatic inflammatory disorder of the mucosa, and there is considerable overlap with the enteropathy observed in severe clinical malnutrition. The majority of studies of EED have employed functional tests based on lactulose permeation to define the presence of abnormal leak in the gut. However, where intestinal biopsies can safely be collected the opportunity then arises to study the underlying enteropathy in cellular and molecular detail, as well as to measure important functional elements such as enzyme expression. The purpose of this narrative review is to summarize the current understanding of environmental enteropathy obtained from small intestinal biopsies, and prospects for future work. We review histology, electron microscopy, transcription and protein expression, physiological measures, and the microbiome. We conclude that while noninvasive biomarkers of enteropathy and intestinal dysfunction permit large-scale studies of unquestionable value, intestinal biopsies are still required to investigate pathophysiology in depth.
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Affiliation(s)
- Phoebe Hodges
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
- Queen Mary University of London, London, United Kingdom
| | - Mizinga Tembo
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
| | - Paul Kelly
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
- Queen Mary University of London, London, United Kingdom
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Abstract
IgA mediates microbial homeostasis at the intestinal mucosa. Within the gut, IgA acts in a context-dependent manner to both prevent and promote bacterial colonization and to influence bacterial gene expression, thus providing exquisite control of the microbiota. IgA-microbiota interactions are highly diverse across individuals and populations, yet the factors driving this variation remain poorly understood. In this Review, we summarize evidence for the host, bacterial and environmental factors that influence IgA-microbiota interactions. Recent advances have helped to clarify the antigenic specificity and immune selection of intestinal IgA and have highlighted the importance of microbial glycan recognition. Furthermore, emerging evidence suggests that diet and nutrition play an important role in shaping IgA recognition of the microbiota. IgA-microbiota interactions are disrupted during both overnutrition and undernutrition and may be altered dynamically in response to diet, with potential implications for host health. We situate this research in the context of outstanding questions and future directions in order to better understand the fascinating paradigm of IgA-microbiota homeostasis.
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12
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Jamil Z, Iqbal NT, Idress R, Ahmed Z, Sadiq K, Mallawaarachchi I, Iqbal J, Syed S, Hotwani A, Kabir F, Ahmed K, Ahmed S, Umrani F, Ma JZ, Aziz F, Kalam A, Moore SR, Ali SA. Gut integrity and duodenal enteropathogen burden in undernourished children with environmental enteric dysfunction. PLoS Negl Trop Dis 2021; 15:e0009584. [PMID: 34264936 PMCID: PMC8352064 DOI: 10.1371/journal.pntd.0009584] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 08/09/2021] [Accepted: 06/17/2021] [Indexed: 11/18/2022] Open
Abstract
Environmental enteric dysfunction (EED) is a subclinical condition of intestinal inflammation, barrier dysfunction and malabsorption associated with growth faltering in children living in poverty. This study explores association of altered duodenal permeability (lactulose, rhamnose and their ratio) with higher burden of enteropathogen in the duodenal aspirate, altered histopathological findings and higher morbidity (diarrhea) that is collectively associated with linear growth faltering in children living in EED endemic setting. In a longitudinal birth cohort, 51 controls (WHZ > 0, HAZ > −1.0) and 63 cases (WHZ< -2.0, refractory to nutritional intervention) were recruited. Anthropometry and morbidity were recorded on monthly bases up to 24 months of age. Dual sugar assay of urine collected after oral administration of lactulose and rhamnose was assessed in 96 children from both the groups. Duodenal histopathology (n = 63) and enteropathogen analysis of aspirate via Taqman array card (n = 60) was assessed in only cases. Giardia was the most frequent pathogen and was associated with raised L:R ratio (p = 0.068). Gastric microscopy was more sensitive than duodenal aspirate in H. pylori detection. Microscopically confirmed H. pylori negatively correlated with HAZ at 24 months (r = −0.313, p = 0.013). Regarding histopathological parameters, goblet cell reduction significantly correlated with decline in dual sugar excretion (p< 0.05). Between cases and controls, there were no significant differences in the median (25th, 75th percentile) of urinary concentrations (μg/ml) of lactulose [27.0 (11.50, 59.50) for cases vs. 38.0 (12.0, 61.0) for controls], rhamnose [66.0 (28.0, 178.0) vs. 86.5 (29.5, 190.5)] and L:R ratio [0.47 (0.24, 0.90) vs. 0.51 (0.31, 0.71)] respectively. In multivariable regression model, 31% of variability in HAZ at 24 months of age among cases and controls was explained by final model including dual sugars. In conclusion, enteropathogen burden is associated with altered histopathological features and intestinal permeability. In cases and controls living in settings of endemic enteropathy, intestinal permeability test may predict linear growth. However, for adoption as a screening tool for EED, further validation is required due to its complex intestinal pathophysiology. EED is a subclinical condition of compromised gut integrity secondary to frequent and repeated exposure to enteropathogens in global settings with a high prevalence of undernutrition. In this study, we reported association of gut mucosal architecture with a dual sugar intestinal permeability assay (lactulose-rhamnose) in Pakistani children. In the presence of duodenal enteropathogens, features such as chronic inflammation, intra-epithelial lymphocytosis, enterocyte injury and Paneth cell reduction were consistently observed. When comparing undernourished cases and controls living in the same setting, we found urinary excretion of the sugars was similar among groups; however, variability in HAZ among children at 24 months was partially explained by a model that includes excretion values.
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Affiliation(s)
- Zehra Jamil
- Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeha Talat Iqbal
- Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Romana Idress
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Zubair Ahmed
- Department of Pathology & Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Kamran Sadiq
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Indika Mallawaarachchi
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, United States of America
| | - Junaid Iqbal
- Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sana Syed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition; Department of Pediatrics, University of Virginia, Charlottesville, Virginia, United States of America
| | - Aneeta Hotwani
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Furqan Kabir
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Kumail Ahmed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sheraz Ahmed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Fayaz Umrani
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Jennie Z. Ma
- Department of Public Health Sciences, University of Virginia, Charlottesville, Virginia, United States of America
| | - Fatima Aziz
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Adil Kalam
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sean R. Moore
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition; Department of Pediatrics, University of Virginia, Charlottesville, Virginia, United States of America
- * E-mail: (SRM); (SAA)
| | - Syed Asad Ali
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- * E-mail: (SRM); (SAA)
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Thompson AJ, Bourke CD, Robertson RC, Shivakumar N, Edwards CA, Preston T, Holmes E, Kelly P, Frost G, Morrison DJ. Understanding the role of the gut in undernutrition: what can technology tell us? Gut 2021; 70:gutjnl-2020-323609. [PMID: 34103403 PMCID: PMC8292602 DOI: 10.1136/gutjnl-2020-323609] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 05/04/2021] [Indexed: 12/22/2022]
Abstract
Gut function remains largely underinvestigated in undernutrition, despite its critical role in essential nutrient digestion, absorption and assimilation. In areas of high enteropathogen burden, alterations in gut barrier function and subsequent inflammatory effects are observable but remain poorly characterised. Environmental enteropathy (EE)-a condition that affects both gut morphology and function and is characterised by blunted villi, inflammation and increased permeability-is thought to play a role in impaired linear growth (stunting) and severe acute malnutrition. However, the lack of tools to quantitatively characterise gut functional capacity has hampered both our understanding of gut pathogenesis in undernutrition and evaluation of gut-targeted therapies to accelerate nutritional recovery. Here we survey the technology landscape for potential solutions to improve assessment of gut function, focussing on devices that could be deployed at point-of-care in low-income and middle-income countries (LMICs). We assess the potential for technological innovation to assess gut morphology, function, barrier integrity and immune response in undernutrition, and highlight the approaches that are currently most suitable for deployment and development. This article focuses on EE and undernutrition in LMICs, but many of these technologies may also become useful in monitoring of other gut pathologies.
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Affiliation(s)
- Alex J Thompson
- Hamlyn Centre for Robotic Surgery, Department of Surgery and Cancer, Imperial College London, London, UK
| | - Claire D Bourke
- Blizard Institute, Barts & The London School of Medicine, Queen Mary University of London, London, UK
| | - Ruairi C Robertson
- Blizard Institute, Barts & The London School of Medicine, Queen Mary University of London, London, UK
| | - Nirupama Shivakumar
- Division of Nutrition, St John's National Academy of Health Sciences, Bangalore, Karnataka, India
| | | | - Tom Preston
- Stable Isotope Biochemistry Laboratory, Scottish Universities Environmental Research Centre, East Kilbride, UK
| | - Elaine Holmes
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Paul Kelly
- Blizard Institute, Barts & The London School of Medicine, Queen Mary University of London, London, UK
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
| | - Gary Frost
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Douglas J Morrison
- Stable Isotope Biochemistry Laboratory, Scottish Universities Environmental Research Centre, East Kilbride, UK
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14
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Syed S, Ehsan L, Shrivastava A, Sengupta S, Khan M, Kowsari K, Guleria S, Sali R, Kant K, Kang SJ, Sadiq K, Iqbal NT, Cheng L, Moskaluk CA, Kelly P, Amadi BC, Ali SA, Moore SR, Brown DE. Artificial Intelligence-based Analytics for Diagnosis of Small Bowel Enteropathies and Black Box Feature Detection. J Pediatr Gastroenterol Nutr 2021; 72:833-841. [PMID: 33534362 PMCID: PMC8767179 DOI: 10.1097/mpg.0000000000003057] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
OBJECTIVES Striking histopathological overlap between distinct but related conditions poses a disease diagnostic challenge. There is a major clinical need to develop computational methods enabling clinicians to translate heterogeneous biomedical images into accurate and quantitative diagnostics. This need is particularly salient with small bowel enteropathies; environmental enteropathy (EE) and celiac disease (CD). We built upon our preliminary analysis by developing an artificial intelligence (AI)-based image analysis platform utilizing deep learning convolutional neural networks (CNNs) for these enteropathies. METHODS Data for the secondary analysis was obtained from three primary studies at different sites. The image analysis platform for EE and CD was developed using CNNs including one with multizoom architecture. Gradient-weighted class activation mappings (Grad-CAMs) were used to visualize the models' decision-making process for classifying each disease. A team of medical experts simultaneously reviewed the stain color normalized images done for bias reduction and Grad-CAMs to confirm structural preservation and biomedical relevance, respectively. RESULTS Four hundred and sixty-one high-resolution biopsy images from 150 children were acquired. Median age (interquartile range) was 37.5 (19.0-121.5) months with a roughly equal sex distribution; 77 males (51.3%). ResNet50 and shallow CNN demonstrated 98% and 96% case-detection accuracy, respectively, which increased to 98.3% with an ensemble. Grad-CAMs demonstrated models' ability to learn different microscopic morphological features for EE, CD, and controls. CONCLUSIONS Our AI-based image analysis platform demonstrated high classification accuracy for small bowel enteropathies which was capable of identifying biologically relevant microscopic features and emulating human pathologist decision-making process. Grad-CAMs illuminated the otherwise "black box" of deep learning in medicine, allowing for increased physician confidence in adopting these new technologies in clinical practice.
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Affiliation(s)
- Sana Syed
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Lubaina Ehsan
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Aman Shrivastava
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
- Data Science Institute, University of Virginia, Charlottesville, VA
| | - Saurav Sengupta
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
- Data Science Institute, University of Virginia, Charlottesville, VA
| | - Marium Khan
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Kamran Kowsari
- Systems and Information Engineering, University of Virginia, Charlottesville, VA, USA
- University of California Los Angeles, Los Angeles, CA, USA
| | - Shan Guleria
- School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Rasoul Sali
- Systems and Information Engineering, University of Virginia, Charlottesville, VA, USA
| | - Karan Kant
- Data Science Institute, University of Virginia, Charlottesville, VA
| | - Sung-Jun Kang
- Data Science Institute, University of Virginia, Charlottesville, VA
| | - Kamran Sadiq
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeha T. Iqbal
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Lin Cheng
- Pathology Department, Rush University Medical Center, Chicago, IL, USA
| | | | - Paul Kelly
- Tropical Gastroenterology and Nutrition group, University of Zambia School of Medicine, Lusaka, Zambia
- Blizard Institute, Barts and the London School of Medicine, Queen Mary University of London, London, United Kingdom
| | - Beatrice C. Amadi
- Tropical Gastroenterology and Nutrition group, University of Zambia School of Medicine, Lusaka, Zambia
| | - S. Asad Ali
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sean R. Moore
- Department of Pediatrics, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Donald E. Brown
- Systems and Information Engineering, University of Virginia, Charlottesville, VA, USA
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Ali A. Current Status of Malnutrition and Stunting in Pakistani Children: What Needs to Be Done? J Am Coll Nutr 2020; 40:180-192. [PMID: 32275484 DOI: 10.1080/07315724.2020.1750504] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Malnutrition is one of the greatest health challenges that affects about 2 billion people globally. Multiple factors including poverty, food insecurity, maternal health and nutritional status, mother's age at marriage and educational status, low birthweight or small for gestational age (SGA), premature births, suboptimal breastfeeding practices, unhealthy dietary and lifestyle patterns, health and immunization status of children, socioeconomic status of family, environmental and household conditions, together with cultural practices and myths, play vital role in affecting the growth of children at early age. Although child stunting has declined in Pakistan, the reduction rate is only 0.5%, which is very low. This may be due to ineffective or inappropriate intervention programs as they are mostly addressing only one issue at a time and don't use the multi-sector approach to address numerous determinants of stunting. It is therefore important to initiate cost-effective multi-tiered intervention approaches to be implemented at pre-conception, pregnancy and early postpartum stages to prevent the problems of malnutrition and stunting in Pakistani children. This review discusses the etiology of child malnutrition and stunting in Pakistan, role of various determinants of stunting and what type of intervention strategies and approaches should be developed and implemented to deal with these problems. Key teaching pointsMalnutrition is one of the greatest global health challenges.Poverty, food insecurity, socioeconomic status, unhealthy dietary patterns, maternal health and nutritional status, low birthweight, suboptimal breast feeding, environmental conditions, cultural practices and myths, are the main factors for child malnutrition and stunting in Pakistan.The slow reduction rate in child stunting may be due to inappropriate intervention programs.Cost-effective multi-tiered intervention approaches must be implemented at pre-conception, pregnancy and early postpartum stages to prevent child malnutrition and stunting in Pakistan.A holistic approach comprising nutrition and WASH interventions, together with strategies to improve the socioeconomic status be developed and implemented to resolve this dilemma.
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Affiliation(s)
- Amanat Ali
- School of Engineering, University of Guelph, Guelph, Ontario, Canada
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16
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Liu TC, VanBuskirk K, Ali SA, Kelly MP, Holtz LR, Yilmaz OH, Sadiq K, Iqbal N, Amadi B, Syed S, Ahmed T, Moore S, Ndao IM, Isaacs MH, Pfeifer JD, Atlas H, Tarr PI, Denno DM, Moskaluk CA. A novel histological index for evaluation of environmental enteric dysfunction identifies geographic-specific features of enteropathy among children with suboptimal growth. PLoS Negl Trop Dis 2020; 14:e0007975. [PMID: 31929525 PMCID: PMC6980693 DOI: 10.1371/journal.pntd.0007975] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 01/24/2020] [Accepted: 12/06/2019] [Indexed: 02/06/2023] Open
Abstract
Background A major limitation to understanding the etiopathogenesis of environmental enteric dysfunction (EED) is the lack of a comprehensive, reproducible histologic framework for characterizing the small bowel lesions. We hypothesized that the development of such a system will identify unique histology features for EED, and that some features might correlate with clinical severity. Methods Duodenal endoscopic biopsies from two cohorts where EED is prevalent (Pakistan, Zambia) and North American children with and without gluten sensitive enteropathy (GSE) were processed for routine hematoxylin & eosin (H&E) staining, and scanned to produce whole slide images (WSIs) which we shared among study pathologists via a secure web browser-based platform. A semi-quantitative scoring index composed of 11 parameters encompassing tissue injury and response patterns commonly observed in routine clinical practice was constructed by three gastrointestinal pathologists, with input from EED experts. The pathologists then read the WSIs using the EED histology index, and inter-observer reliability was assessed. The histology index was further used to identify within- and between-child variations as well as features common across and unique to each cohort, and those that correlated with host phenotype. Results Eight of the 11 histologic scoring parameters showed useful degrees of variation. The overall concordance across all parameters was 96% weighted agreement, kappa 0.70, and Gwet’s AC 0.93. Zambian and Pakistani tissues shared some histologic features with GSE, but most features were distinct, particularly abundance of intraepithelial lymphocytes in the Pakistani cohort, and marked villous destruction and loss of secretory cell lineages in the Zambian cohort. Conclusions We propose the first EED histology index for interpreting duodenal biopsies. This index should be useful in future clinical and translational studies of this widespread, poorly understood, and highly consequential disorder, which might be caused by multiple contributing processes, in different regions of the world. The study of EED has been limited by the lack of a rigorously tested, reproducible histology index that can provide insight to the pathogenesis of this entity. In this study we report the first duodenal histology index that was developed using an unbiased approach, with excellent inter-observer reproducibility, for the study of EED. The EED histology index readily identified histologic features that are common or unique to cohorts of distinct geographic locations. Incorporating the histology index into future clinical studies will provide useful insight into the pathogenesis and for intervention strategy development.
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Affiliation(s)
- Ta-Chiang Liu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Kelley VanBuskirk
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Syed A. Ali
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - M. Paul Kelly
- Tropical Gastroenterology and Nutrition group, University of Zambia School of Medicine, Lusaka, Zambia
- Blizard Institute, Barts & The London School of Medicine, Queen Mary University of London, London, United Kingdom
| | - Lori R. Holtz
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Omer H. Yilmaz
- The David H. Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, Department of Pathology, Massachusetts General Hospital, Boston, MA, United States of America
| | - Kamran Sadiq
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeha Iqbal
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Beatrice Amadi
- Tropical Gastroenterology and Nutrition group, University of Zambia School of Medicine, Lusaka, Zambia
| | - Sana Syed
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Tahmeed Ahmed
- Nutrition and Clinical Services Division (NCSD), International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Dhaka, Bangladesh
- James P. Grant School of Public Health, BRAC University, Dhaka, Bangladesh
| | - Sean Moore
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - I. Malick Ndao
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Michael H. Isaacs
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, United States of America
| | - John D. Pfeifer
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Hannah Atlas
- Departments of Pediatrics and Global Health, University of Washington, Seattle, WA, United States of America
| | - Phillip I. Tarr
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Donna M. Denno
- Departments of Pediatrics and Global Health, University of Washington, Seattle, WA, United States of America
| | - Christopher A. Moskaluk
- Department of Pathology, University of Virginia, Charlottesville, VA, United States of America
- * E-mail:
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17
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Iqbal NT, Syed S, Kabir F, Jamil Z, Akhund T, Qureshi S, Liu J, Ma JZ, Guleria S, Gewirtz A, Duggan CP, Hughes MA, Sadiq K, Ali A. Pathobiome driven gut inflammation in Pakistani children with Environmental Enteric Dysfunction. PLoS One 2019; 14:e0221095. [PMID: 31442248 PMCID: PMC6707605 DOI: 10.1371/journal.pone.0221095] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 07/30/2019] [Indexed: 01/05/2023] Open
Abstract
Environmental Enteric Dysfunction (EED) is an acquired small intestinal inflammatory condition underlying high rates of stunting in children <5 years of age in low- and middle-income countries. Children with EED are known to have repeated exposures to enteropathogens and environmental toxins that leads to malabsorptive syndrome. We aimed to characterize association of linear growth faltering with enteropathogen burden and subsequent changes in EED biomarkers. In a longitudinal birth cohort (n = 272), monthly anthropometric measurements (Length for Age Z score- LAZ) of asymptomatic children were obtained up to 18 months. Biological samples were collected at 6 and 9 months for the assessment of biomarkers. A customized TaqMan array card was used to target 40 enteropathogens in fecal samples. Linear regression was applied to study the effect of specific enteropathogen infection on change in linear growth (ΔLAZ). Presence of any pathogen in fecal sample correlated with serum flagellin IgA (6 mo, r = 0.19, p = 0.002), fecal Reg 1b (6 mo, r = 0.16, p = 0.01; 9mo, r = 0.16, p = 0.008) and serum Reg 1b (6 mo, r = 0.26, p<0.0001; 9 mo, r = 0.15, p = 0.008). At 6 months, presence of Campylobacter [β (SE) 7751.2 (2608.5), p = 0.003] and ETEC LT [β (SE) 7089.2 (3015.04), p = 0.019] was associated with increase in MPO. Giardia was associated with increase in Reg1b [β (SE) 72.189 (26.394), p = 0.006] and anti-flic IgA[β (SE) 0.054 (0.021), p = 0.0091]. Multiple enteropathogen infections in early life negatively correlated with ΔLAZ, and simultaneous changes in gut inflammatory and permeability markers. A combination vaccine targeting enteropathogens in early life could help in the prevention of future stunting.
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Affiliation(s)
- Najeeha T. Iqbal
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- Department of Biological & Biomedical Sciences, Aga Khan University, Karachi, Pakistan
| | - Sana Syed
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Furqan Kabir
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Zehra Jamil
- Department of Biological & Biomedical Sciences, Aga Khan University, Karachi, Pakistan
| | - Tauseef Akhund
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Shahida Qureshi
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Jie Liu
- Department of Medicine, University of Virginia, Charlottesville, VA, United States of America
| | - Jennie Z. Ma
- Department of Medicine, University of Virginia, Charlottesville, VA, United States of America
| | - Shan Guleria
- Department of Pediatrics, University of Virginia, Charlottesville, VA, United States of America
| | - Andrew Gewirtz
- Center for Inflammation Immunity & Infection, Georgia State University, Atlanta, Georgia, United States of America
| | - Christopher P. Duggan
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children’s Hospital, Boston, Massachusetts, United States of America
- Departments of Global Health and Population, and Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Molly A. Hughes
- Department of Medicine, University of Virginia, Charlottesville, VA, United States of America
| | - Kamran Sadiq
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Asad Ali
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
- * E-mail:
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18
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Iqbal NT, Syed S, Sadiq K, Khan MN, Iqbal J, Ma JZ, Umrani F, Ahmed S, Maier EA, Denson LA, Haberman Y, McNeal MM, Setchell KDR, Zhao X, Qureshi S, Shen L, Moskaluk CA, Liu TC, Yilmaz O, Brown DE, Barratt MJ, Kung VL, Gordon JI, Moore SR, Ali SA. Study of Environmental Enteropathy and Malnutrition (SEEM) in Pakistan: protocols for biopsy based biomarker discovery and validation. BMC Pediatr 2019; 19:247. [PMID: 31331393 PMCID: PMC6643315 DOI: 10.1186/s12887-019-1564-x] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 05/31/2019] [Indexed: 12/26/2022] Open
Abstract
Background Environmental Enteropathy (EE), characterized by alterations in intestinal structure, function, and immune activation, is believed to be an important contributor to childhood undernutrition and its associated morbidities, including stunting. Half of all global deaths in children < 5 years are attributable to under-nutrition, making the study of EE an area of critical priority. Methods Community based intervention study, divided into two sub-studies, 1) Longitudinal analyses and 2) Biopsy studies for identification of EE features via omics analyses. Birth cohorts in Matiari, Pakistan established: moderately or severely malnourished (weight for height Z score (WHZ) < − 2) children, and well-nourished (WHZ > 0) children. Blood, urine, and fecal samples, for evaluation of potential biomarkers, will be collected at various time points from all participants (longitudinal analyses). Participants will receive appropriate educational and nutritional interventions; non-responders will undergo further evaluation to determine eligibility for further workup, including upper gastrointestinal endoscopy. Histopathological changes in duodenal biopsies will be compared with duodenal biopsies obtained from USA controls who have celiac disease, Crohn’s disease, or who were found to have normal histopathology. RNA-Seq will be employed to characterize mucosal gene expression across groups. Duodenal biopsies, luminal aspirates from the duodenum, and fecal samples will be analyzed to define microbial community composition (omic analyses). The relationship between histopathology, mucosal gene expression, and community configuration will be assessed using a variety of bioinformatic tools to gain better understanding of disease pathogenesis and to identify mechanism-based biomarkers. Ethical review committees at all collaborating institutions have approved this study. All results will be made available to the scientific community. Discussion Operational and ethical constraints for safely obtaining intestinal biopsies from children in resource-poor settings have led to a paucity of human tissue-based investigations to understand and reverse EE in vulnerable populations. Furthermore, EE biomarkers have rarely been correlated with gold standard histopathological confirmation. The Study of Environmental Enteropathy and Malnutrition (SEEM) is designed to better understand the pathophysiology, predictors, biomarkers, and potential management strategies of EE to inform strategies to eradicate this debilitating pathology and accelerate progress towards the 2030 Sustainable Development Goals. Trial registration Retrospectively registered; clinicaltrials.gov ID NCT03588013. Electronic supplementary material The online version of this article (10.1186/s12887-019-1564-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Najeeha T Iqbal
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan.,Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
| | - Sana Syed
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan.,Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - Kamran Sadiq
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Marium N Khan
- Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - Junaid Iqbal
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan.,Department of Biological and Biomedical Sciences, Aga Khan University, Karachi, Pakistan
| | - Jennie Z Ma
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Fayaz Umrani
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sheraz Ahmed
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Elizabeth A Maier
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Lee A Denson
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Yael Haberman
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Monica M McNeal
- Division of Infectious Diseases, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Kenneth D R Setchell
- Clinical Mass Spectrometry, Division of Pathology and Laboratory Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Xueheng Zhao
- Clinical Mass Spectrometry, Division of Pathology and Laboratory Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Shahida Qureshi
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Lanlan Shen
- Department of Pediatrics, Baylor College of Medicine, USDA/ARS Children's Nutrition Research Center, Houston, TX, USA
| | | | - Ta-Chiang Liu
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
| | - Omer Yilmaz
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.,Koch Institute for Integrative Cancer Research at MIT and Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Donald E Brown
- Data Science Institute, University of Virginia, Charlottesville, VA, USA
| | - Michael J Barratt
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Vanderlene L Kung
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Jeffrey I Gordon
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Sean R Moore
- Department of Pediatrics, University of Virginia, Charlottesville, VA, USA.
| | - S Asad Ali
- Department of Paediatrics and Child Health, Aga Khan University, Karachi, Pakistan.
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19
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Syed S, Al-Boni M, Khan MN, Sadiq K, Iqbal NT, Moskaluk CA, Kelly P, Amadi B, Ali SA, Moore SR, Brown DE. Assessment of Machine Learning Detection of Environmental Enteropathy and Celiac Disease in Children. JAMA Netw Open 2019; 2:e195822. [PMID: 31199451 PMCID: PMC6575155 DOI: 10.1001/jamanetworkopen.2019.5822] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2019] [Accepted: 04/30/2019] [Indexed: 12/16/2022] Open
Abstract
Importance Duodenal biopsies from children with enteropathies associated with undernutrition, such as environmental enteropathy (EE) and celiac disease (CD), display significant histopathological overlap. Objective To develop a convolutional neural network (CNN) to enhance the detection of pathologic morphological features in diseased vs healthy duodenal tissue. Design, Setting, and Participants In this prospective diagnostic study, a CNN consisting of 4 convolutions, 1 fully connected layer, and 1 softmax layer was trained on duodenal biopsy images. Data were provided by 3 sites: Aga Khan University Hospital, Karachi, Pakistan; University Teaching Hospital, Lusaka, Zambia; and University of Virginia, Charlottesville. Duodenal biopsy slides from 102 children (10 with EE from Aga Khan University Hospital, 16 with EE from University Teaching Hospital, 34 with CD from University of Virginia, and 42 with no disease from University of Virginia) were converted into 3118 images. The CNN was designed and analyzed at the University of Virginia. The data were collected, prepared, and analyzed between November 2017 and February 2018. Main Outcomes and Measures Classification accuracy of the CNN per image and per case and incorrect classification rate identified by aggregated 10-fold cross-validation confusion/error matrices of CNN models. Results Overall, 102 children participated in this study, with a median (interquartile range) age of 31.0 (20.3-75.5) months and a roughly equal sex distribution, with 53 boys (51.9%). The model demonstrated 93.4% case-detection accuracy and had a false-negative rate of 2.4%. Confusion metrics indicated most incorrect classifications were between patients with CD and healthy patients. Feature map activations were visualized and learned distinctive patterns, including microlevel features in duodenal tissues, such as alterations in secretory cell populations. Conclusions and Relevance A machine learning-based histopathological analysis model demonstrating 93.4% classification accuracy was developed for identifying and differentiating between duodenal biopsies from children with EE and CD. The combination of the CNN with a deconvolutional network enabled feature recognition and highlighted secretory cells' role in the model's ability to differentiate between these histologically similar diseases.
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Affiliation(s)
- Sana Syed
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Mohammad Al-Boni
- Systems and Information Engineering, University of Virginia, Charlottesville
| | - Marium N. Khan
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville
| | - Kamran Sadiq
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Najeeha T. Iqbal
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | | | - Paul Kelly
- Blizard Institute, Barts and The London School of Medicine, Queen Mary University of London, London, United Kingdom
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
| | - Beatrice Amadi
- Tropical Gastroenterology and Nutrition Group, University of Zambia School of Medicine, Lusaka, Zambia
| | - S. Asad Ali
- Department of Pediatrics and Child Health, Aga Khan University, Karachi, Pakistan
| | - Sean R. Moore
- Division of Pediatric Gastroenterology and Hepatology, Department of Pediatrics, University of Virginia, Charlottesville
| | - Donald E. Brown
- Data Science Institute, University of Virginia, Charlottesville
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20
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Abstract
BACKGROUND Persistent diarrhoea (PD), defined as diarrhoeal symptoms for longer than 2 weeks, still forms a substantial disease burden in children under 5 years of age. This article provides an overview of the current knowledge of PD and discusses novel concepts. METHODS A literature search on PD was performed which focused on evidence on epidemiology, pathophysiology and management of the disease. RESULTS The prevalence of PD has potentially decreased over the last decades. Debate remains around the role of specific bacterial, viral and parasitic infections with PD. PD is associated with malnutrition and a compromised immune system, including that caused by HIV infection. Management includes fluid resuscitation and improving nutritional status. There is a lack of evidence on the use of antibiotic therapy for PD. There is increasing interest in nutrient-based interventions, including pre- and/or probiotics that can modify the microbiome and thereby potentially prevent or improve the outcome of PD in children. CONCLUSION As PD remains a significant health burden, multicentre clinical trials are needed to inform future treatment guidelines. ABBREVIATIONS PD, persistent diarrhoea; EED, environmental enteric dysfunction; IBD, inflammatory bowel disease; WHO, World Health Organization.
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Affiliation(s)
- Robert H J Bandsma
- a Division of Gastroenterology, Hepatology and Nutrition , Hospital for Sick Children , Toronto , Canada.,b Translational Medicine Program, Hospital for Sick Children , Toronto , Canada.,c Centre for Global Child Health, Hospital for Sick Children , Toronto , Canada.,d Department of Nutrition Sciences , University of Toronto , Toronto , Canada
| | - Kamran Sadiq
- e Department of Paediatrics and Child Health , Aga Khan University , Karachi , Pakistan
| | - Zulfiqar A Bhutta
- c Centre for Global Child Health, Hospital for Sick Children , Toronto , Canada.,d Department of Nutrition Sciences , University of Toronto , Toronto , Canada.,e Department of Paediatrics and Child Health , Aga Khan University , Karachi , Pakistan
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