1.Recent research on machine learning in the diagnosis and treatment of necrotizing enterocolitis in neonates.
Cheng CUI ; Fei-Long CHEN ; Lu-Quan LI
Chinese Journal of Contemporary Pediatrics 2023;25(7):767-773
Necrotizing enterocolitis (NEC), with the main manifestations of bloody stool, abdominal distension, and vomiting, is one of the leading causes of death in neonates, and early identification and diagnosis are crucial for the prognosis of NEC. The emergence and development of machine learning has provided the potential for early, rapid, and accurate identification of this disease. This article summarizes the algorithms of machine learning recently used in NEC, analyzes the high-risk predictive factors revealed by these algorithms, evaluates the ability and characteristics of machine learning in the etiology, definition, and diagnosis of NEC, and discusses the challenges and prospects for the future application of machine learning in NEC.
Infant, Newborn
;
Humans
;
Enterocolitis, Necrotizing/therapy*
;
Infant, Newborn, Diseases
;
Prognosis
;
Gastrointestinal Hemorrhage/diagnosis*
;
Machine Learning
2.Clinical characteristics and related factors analysis of adrenal crisis occurred in children with primary nephrotic syndrome.
Na GUAN ; Hui Jie XIAO ; Bai Ge SU ; Xu Hui ZHONG ; Fang WANG ; Sai Nan ZHU
Chinese Journal of Pediatrics 2023;61(9):805-810
Objective: To investigate the clinical characteristics and related factors of corticosteroid induced adrenal crisis (AC) in children with primary nephrotic syndrome (NS). Methods: Case control study. The case group included 7 children aged 1 to 18 years with NS combined with AC hospitalized in Peking University First Hospital from January 2016 to May 2021 (AC group). According to the ratio of case group: control group 1: 4, 28 children aged 1 to 18 years who were diagnosed with NS without AC during the same period were matched as controls (non-AC group). Clinical data were collected. The clinical characteristics of AC were described. The clinical parameters were compared between the 2 groups by t test, Mann-Whitney U test or Fisher's test. Receiver operating characteristic (ROC) curve was used to analyze the cutoff values of clinical parameters for prediction of AC. Results: The AC group included 4 boys and 3 girls aged 6.9 (4.6, 10.8) years. The non-AC group included 20 boys and 8 girls aged 5.2 (3.3, 8.4) years. All AC events occurred during the relapse of NS with infection. Seven children had gastrointestinal symptoms such as nausea, vomiting and abdominal pain. Six children had poor mental state or impaired consciousness. No significant differences in NS course, corticosteroid treatment course, corticosteroid type, steroid dosage, steroid medication interval, the proportion of gastroenteritis and fever existed between the two groups (all P>0.05). Compared with the non-AC group, the duration from the onset of the relapse of NS until hospitalization in the AC group was significantly shorter (0.2 (0.1, 0.6) vs. 1.0 (0.4, 5.0) month,U=25.50, P=0.005). The 24 h urinary total protein (UTP) level was significantly higher in the AC group (193 (135, 429) vs. 81 (17, 200) mg/kg, U=27.00,P=0.036) than the non-AC group. The serum albumin level in the AC group was significantly lower((13.1±2.1) vs. (24.5±8.7) g/L,t=-6.22,P<0.001) than the non-AC group. There were significantly higher total white blood cell counts ((26±9)×109 vs. (11±5)×109/L,t=4.26,P=0.004), percentage of neutrophils (0.71±0.08 vs. 0.60±0.19,t=2.56,P=0.017) and the proportion of children with C reactive protein level≥8 mg/L (3/7 vs. 0,P=0.005) in the AC group than in the non-AC group. ROC curve analysis showed that the cutoff value of 24 h UTP was 122 mg/(kg·d) with a sensitivity of 100.0% and specificity of 70.4%. The cutoff value of serum albumin was 17.0 g/L with a sensitivity of 100.0% and specificity of 82.1%. Conclusions: Gastrointestinal symptoms and poor mental state were prominent manifestations of AC in children with NS. High 24 h UTP level, low serum albumin level, high peripheral white blood cell counts, high neutrophils percentage, and high C-reactive protein level during the early stage of NS relapse may be related to the occurrence of AC in children with NS.
Nephrotic Syndrome/drug therapy*
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Humans
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Child
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Adolescent
;
Male
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Female
;
Gastrointestinal Diseases/diagnosis*
;
Adrenal Cortex Hormones/therapeutic use*
;
Nausea/chemically induced*
;
Vomiting/chemically induced*
;
Abdominal Pain/chemically induced*
;
Mental Processes/drug effects*
;
China
3.Recent research on the application of defoamers in children undergoing digestive endoscopy.
Chinese Journal of Contemporary Pediatrics 2023;25(5):541-545
Endoscopy is a common tool for the diagnosis and treatment of gastrointestinal disorders in children. The presence of bubbles in the gastrointestinal tract is one of the important factors affecting the clarity of endoscopic visual field, and the application of defoamers can significantly reduce bubbles in the gastrointestinal tract, improve the quality of gastrointestinal preparation, and further increase disease detection rate. Various studies have been conducted on gastrointestinal preparation before endoscopy in children, but there still lacks a uniform protocol for the application of defoamers. This article summarizes the use of defoamers in children before digestive endoscopy and related research advances and points out that existing studies on defoamers have a small sample size and that there are still controversies over the selection and timing of administration, so as to provide a reference for in-depth research on defoamers in the future.
Humans
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Child
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Endoscopy, Gastrointestinal
;
Gastrointestinal Diseases/diagnosis*
4.Advances in gut microbiomes and immunology of IgG4-related hepatobiliary and pancreatic diseases.
Chinese Journal of Hepatology 2022;30(4):452-456
IgG4-related disease (IgG4-RD) is an immune-mediated condition associated with chronic fibroinflammatory lesions that can affect nearly any organ. IgG4-related hepatobiliary and pancreatic diseases are IgG4-RD involving the hepatobiliary and pancreatic system, which is characterized with elevated serum IgG4 concentrations, large numbers of IgG4 positive lymphoplasma cells infiltration in affected organs, storiform fibrosis, and imaging changes of organ morphology. Due to the lack of reliable biomarkers, histopathology is still an important basis for diagnosis. The pathogenesis of IgG4-related hepatobiliary and pancreatic diseases has not been clarified. This review focuses on the recent advances in intestinal microecology-immunology, host genetics-immunity and recurrence monitoring of IgG4-related hepatobiliary and pancreatic diseases.
Autoimmune Diseases/diagnosis*
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Gastrointestinal Microbiome
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Humans
;
Immunoglobulin G
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Immunoglobulin G4-Related Disease/pathology*
;
Pancreatic Diseases
5.Development and thoughts of digestive endoscopy in children.
Chinese Journal of Contemporary Pediatrics 2022;24(4):350-353
After nearly 40 years of development, digestive endoscopy in children has been widely applied, and it has helped to expand the spectrum of pediatric digestive system diseases and greatly improve the diagnosis and treatment of pediatric digestive system diseases. Pediatric digestive endoscopy has become a subject. However, there are some problems such as the unbalanced development of pediatric digestive endoscopy across China, the lack of homogeneity in diagnosis and treatment system, the tendency of adult-oriented diagnosis and treatment techniques, and the localization of training quality, which affect the standardized and healthy development of pediatric digestive endoscopy. The diagnosis and treatment with digestive endoscopy in children should adhere to both pediatric characteristics and technological innovation to propose the concept of comfort, emphasize the importance of standardization (including the space and process for endoscopic diagnosis and treatment, perioperative evaluation, training mode, and access qualification), standardize the minimally invasive techniques, and develop artificial intelligence. It is of great importance to formulate related consensus statements and guidelines on the basis of medical safety and the features of the growth and development of children, so as to achieve the high-quality development of pediatric digestive endoscopy, effectively improve the diagnosis and treatment levels of pediatric digestive endoscopy, and bring benefits to more pediatric patients.
Artificial Intelligence
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Child
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China
;
Consensus
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Digestive System Diseases/diagnosis*
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Endoscopy, Gastrointestinal
;
Humans
6.Chronological Review of Endoscopic Indices in Inflammatory Bowel Disease
Joon Seop LEE ; Eun Soo KIM ; Won MOON
Clinical Endoscopy 2019;52(2):129-136
Inflammatory bowel disease (IBD) is considered a chronic condition characterized by mucosal or transmural inflammation in the gastrointestinal tract. Endoscopic diagnosis and surveillance in patients with IBD have become crucial. In addition, endoscopy is a useful modality in estimation and evaluation of the disease, treatment results, and efficacy of treatment delivery and surveillance. In relation to these aspects, endoscopic disease activity has been commonly estimated in clinical practices and trials. At present, many endoscopic indices of ulcerative colitis have been introduced, including the Truelove and Witts Endoscopy Index, Baron Index, Powell-Tuck Index, Sutherland Index, Mayo Clinic Endoscopic Sub-Score, Rachmilewitz Index, Modified Baron Index, Endoscopic Activity Index, Ulcerative Colitis Endoscopic Index of Severity, Ulcerative Colitis Colonoscopic Index of Severity, and Modified Mayo Endoscopic Score. Endoscopic indices have been also suggested for Crohn's disease, such as the Crohn's Disease Endoscopic Index of Severity, Simple Endoscopic Score for Crohn's Disease, and Rutgeerts Postoperative Endoscopic Index. However, most endoscopic indices have not been validated owing to the complexity of their parameters and inter-observer variations. Therefore, a chronological approach for understanding the various endoscopic indices relating to IBD is needed to improve the management.
Colitis, Ulcerative
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Colonoscopy
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Crohn Disease
;
Diagnosis
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Endoscopy
;
Gastrointestinal Tract
;
Humans
;
Inflammation
;
Inflammatory Bowel Diseases
;
Observer Variation
7.Diagnosis of Food Hypersensitivity and Food Intolerance in Patients with a Functional Gastrointestinal Disorder
Korean Journal of Medicine 2019;94(5):438-442
Patients with a functional gastrointestinal disorder (FGID) frequently report abdominal discomfort and bloating after ingesting specific foods. However, evidence on the relationship between foods and symptoms is lacking. In addition, the diagnosis of food hypersensitivity and food intolerance does not seem to be established yet. Food hypersensitivity can be divided into immunologically mediated and non-immunologically mediated forms. The immunologically mediated forms are specifically termed food allergies, whereas the non-immunologically mediated forms are referred to as food intolerances. Various diagnostic tools are required to make an accurate diagnosis of a food allergy or a food intolerance. First, a thorough examination of the history and basic tests to rule out other organic diseases are needed. Next, diagnostic tests for immunoglobulin E-mediated food allergies are required and diseases, such as celiac disease and lactose intolerance, should be differentiated. A diagnosis for non-celiac gluten sensitivity (NCGS) is also required. A double blind, randomized, placebo-controlled, dietary challenge test can be used for diagnosing NCGS and food intolerance. Diagnostic tests for food intolerance, in which scientific evidence is lacking, may result in a misdiagnosis of food hypersensitivity or food intolerance in patients with a FGID. Therefore, an accurate diagnosis of food hypersensitivity or food intolerance based on reliable tests is required.
Celiac Disease
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Diagnosis
;
Diagnostic Errors
;
Diagnostic Tests, Routine
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Food Hypersensitivity
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Gastrointestinal Diseases
;
Glutens
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Humans
;
Immunoglobulins
;
Lactose Intolerance
8.Diagnosis of Obesity and Related Biomarkers
Chang Seok BANG ; Jung Hwan OH ;
Korean Journal of Medicine 2019;94(5):414-424
Obesity is associated with various comorbidities, such as type II diabetes, hypertension, dyslipidemia, and cardiovascular disease. Gastrointestinal complications are also frequent and obesity is a direct cause of nonalcoholic fatty liver disease, and are risk factors for gastroesophageal reflux disease, pancreatitis, gallstone disease, diarrhea, dyssynergic defection, and various gastrointestinal cancers. Diagnosis is usually made by measuring body mass index (BMI). Although BMI is correlated with body fat mass, it may overestimate subjects with high muscle mass and underestimate subjects with low muscle mass. Co-measurement of waist circumference as a reflection of abdominal obesity for subjects with BMIs ranging from 25 to 35 kg/m2 has been recommended; however, it is still an anthropometric diagnosis that does not clearly discriminate subjects at risk for developing comorbidities. Biomarkers reflect the underlying biological mechanisms of obesity and can be used to characterize the obesity phenotype (i.e., at high risk for disease development) as well as a target for disease-causing factors. In this article, we describe the conventional diagnosis, biomarkers of obesity, and current challenges.
Adipose Tissue
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Biomarkers
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Body Mass Index
;
Cardiovascular Diseases
;
Comorbidity
;
Diagnosis
;
Diarrhea
;
Dyslipidemias
;
Gallstones
;
Gastroesophageal Reflux
;
Gastrointestinal Diseases
;
Gastrointestinal Neoplasms
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Hypertension
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Non-alcoholic Fatty Liver Disease
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Obesity
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Obesity, Abdominal
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Pancreatitis
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Phenotype
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Risk Factors
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Waist Circumference
9.The role of fecal calprotectin in pediatric disease
Korean Journal of Pediatrics 2019;62(8):287-291
Fecal calprotectin (FC) is a calcium- and zinc-binding protein of the S100 family, mainly expressed by neutrophils and released during inflammation. FC became an increasingly useful tool both for gastroenterologists and for general practitioners for distinguishing inflammatory bowel disease (IBD) from irritable bowel syndrome. Increasing evidences support the use of this biomarker for diagnosis, follow-up and evaluation of response to therapy of several pediatric gastrointestinal diseases, ranging from IBD to nonspecific colitis and necrotizing enterocolitis. This article summarizes the current literature on the use of FC in clinical practice.
Colitis
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Diagnosis
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Enterocolitis, Necrotizing
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Follow-Up Studies
;
Gastrointestinal Diseases
;
General Practitioners
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Humans
;
Inflammation
;
Inflammatory Bowel Diseases
;
Irritable Bowel Syndrome
;
Leukocyte L1 Antigen Complex
;
Neutrophils
10.New Perspectives in Pediatric Nonalcoholic Fatty Liver Disease: Epidemiology, Genetics, Diagnosis, and Natural History
Pediatric Gastroenterology, Hepatology & Nutrition 2019;22(6):501-510
Nonalcoholic fatty liver disease (NAFLD) is the most common cause of chronic liver disease in children. The global prevalence of pediatric NAFLD from general populations is 7.6%. In obese children, the prevalence is higher in Asia. NAFLD has a strong heritable component based on ethnic difference in the prevalence and clustering within families. Genetic polymorphisms of patatin-like phospholipase domain–containing protein 3 (PNPLA3), transmembrane 6 superfamily member 2, and glucokinase regulatory protein (GCKR) are associated with the risk of NAFLD in children. Variants of PNPLA3 and GCKR are more common in Asians. Alterations of the gut microbiome might contribute to the pathogenesis of NAFLD. High fructose intake increases the risk of NAFLD. Liver fibrosis is a poor prognostic factor for disease progression to cirrhosis. Magnetic resonance spectroscopy and magnetic resonance proton density fat fraction are more accurate for steatosis quantification than ultrasound. Noninvasive imaging methods to assess liver fibrosis, such as transient elastography, shear-wave elastography, and magnetic resonance elastography are useful in predicting advanced fibrosis, but they need further validation. Longitudinal follow-up studies into adulthood are needed to better understand the natural history of pediatric NAFLD.
Asia
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Asian Continental Ancestry Group
;
Child
;
Diagnosis
;
Disease Progression
;
Elasticity Imaging Techniques
;
Epidemiology
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Fibrosis
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Follow-Up Studies
;
Fructose
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Gastrointestinal Microbiome
;
Genetics
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Glucokinase
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Humans
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Liver Cirrhosis
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Liver Diseases
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Magnetic Resonance Spectroscopy
;
Microbiota
;
Natural History
;
Non-alcoholic Fatty Liver Disease
;
Phospholipases
;
Polymorphism, Genetic
;
Prevalence
;
Protons
;
Ultrasonography

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