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

OBJECTIVES: To study the clinical value of intestinal regional oxygen saturation (rSO₂) and C-reactive protein (CRP) in the diagnosis of necrotizing enterocolitis (NEC) in preterm infants. METHODS: A prospective observational study was conducted among the preterm infants who were hospitalized in Children's Hospital Affiliated to Anhui Medical University, from October 2020 to December 2021, with 22 infants in the NEC group and 35 infants in the non-NEC group. Intestinal rSO₂ was monitored 24 hours after a confirmed diagnosis of NEC in the NEC group, and serum CRP levels were measured before anti-infection therapy. In the non-NEC group, intestinal rSO₂ monitoring and serum CRP level measurement were performed at the corrospording time points. The two groups were compared in terms of intestinal rSO₂ and serum CRP level. The receiver operating characteristic (ROC) curve was used to analyze the value of intestinal rSO₂ alone, serum CRP alone, and intestinal rSO₂ combined with CRP in the diagnosis of NEC in preterm infants. RESULTS: Compared with the non-NEC group, the NEC group had a significantly lower level of intestinal rSO₂ (P<0.05) and a higher serum CRP level (P<0.05). The ROC curve analysis showed that intestinal rSO₂ had an optimal cut-off value of 50.75% in the diagnosis of NEC in preterm infants, with a sensitivity of 81.8%, a specificity of 85.7%, and an area under the ROC curve (AUC) of 89.4%; CRP had an optimal cut-off value of 12.05 mg/L in the diagnosis of NEC in preterm infant, with a sensitivity of 72.7%, a specificity of 74.3%, and an AUC of 74.8%; intestinal rSO₂ combined with CRP had a sensitivity of 90.9%, a specificity of 77.1%, and an AUC of 91.9% in the diagnosis of NEC. The AUC of intestinal rSO₂ alone in the diagnosis NEC was higher than that of CRP (P<0.05). There was no significant difference in the AUC between intestinal rSO₂ alone and intestinal rSO₂ combined with CRP (P>0.05). CONCLUSIONS The value of intestinal rSO₂ in the diagnosis NEC is higher than that of CRP, and is equivalent to that of the combination of intestinal rSO₂ and CRP in preterm infants.
Infant ; Child ; Infant, Newborn ; Humans ; Enterocolitis, Necrotizing/diagnosis* ; Infant, Premature ; C-Reactive Protein/analysis* ; Oxygen Saturation ; Infant, Newborn, Diseases

OBJECTIVE: To study the value of fecal calprotectin (FC) in the diagnosis of neonatal necrotizing enterocolitis (NEC) through a Meta analysis. METHODS: Web of Science, Cochrane Library, PubMed, Embase, China National Knowledge Infrastructure, Weipu Periodical Database, Wanfang Data, Chinese Biomedical Literature Database were searched for related studies published up to May 2020, with manual search as supplementation. The QUADAS criteria were used to evaluate the quality of the articles included. Meta-DiSc 1.4 and Stata 15.0 software were used to perform the Meta analysis, including the evaluation of specificity, sensitivity, likelihood ratio, and diagnostic odds ratio. The sensitivity analysis and heterogeneity testing were performed, and the summary receiver operating characteristic (SROC) curve and Fagan diagram were plotted. RESULTS: A total of 15 articles were enrolled, involving 1 719 neonates. Among these articles, 4 had low quality, 2 had high quality, and the rest had medium quality. There was high heterogeneity between studies, and there was no threshold effect or publication bias. The random effects model analysis showed that FC had a pooled specificity of 0.80 (95% CONCLUSIONS FC has high potential and efficiency in the early diagnosis of NEC. FC measurement can be used for the diagnosis of NEC, but it should be combined with clinical manifestations and other related laboratory examinations.
China ; Enterocolitis, Necrotizing/diagnosis* ; Feces ; Humans ; Infant, Newborn ; Leukocyte L1 Antigen Complex ; ROC Curve ; Sensitivity and Specificity

BACKGROUND: Improvements in perinatal intensive care have improved survival of extremely-low-birth-weight (ELBW) neonates, although the risk of acute abdomen has increased. The differential diagnosis resulting in abdominal surgery can be categorized into necrotizing enterocolitis (NEC), spontaneous intestinal perforation (SIP), meconium-related ileus (MRI), and meconium non-related ileus (MNRI). The purpose of this study was to review our experience with abdominal surgery for ELBW neonates, and to evaluate characteristics and prognosis according to the differential diagnosis. METHODS: Medical records of ELBW neonates treated between 2003 and 2015 were retrospectively reviewed. RESULTS: Of 805 ELBW neonates, 65 (8.1%) received abdominal surgery. The numbers of cases by disease category were 29 for NEC, 18 for SIP, 13 for MRI, and 5 for MNRI. Ostoma formation was performed in 61 (93.8%) patients; primary anastomosis without ostoma was performed in 4 (6.2%). All patients without ostoma formation experienced re-perforation of the anastomosis site. Seven patients had 30-day postoperative mortality (6 had NEC). Long-term survival of the surgical and non-surgical groups was not statistically different. NEC was a poor prognostic factor for survival outcome (P = 0.033). CONCLUSION: Abdominal surgery for ELBW neonates is feasible. Ostoma formation can lead to reduced complications compared to primary anastomosis.
Abdomen, Acute ; Critical Care ; Diagnosis, Differential ; Enterocolitis, Necrotizing ; Humans ; Ileus ; Infant, Newborn ; Intestinal Perforation ; Magnetic Resonance Imaging ; Meconium ; Medical Records ; Mortality ; Prognosis ; Retrospective Studies

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 ; Diagnosis ; Enterocolitis, Necrotizing ; Follow-Up Studies ; Gastrointestinal Diseases ; General Practitioners ; Humans ; Inflammation ; Inflammatory Bowel Diseases ; Irritable Bowel Syndrome ; Leukocyte L1 Antigen Complex ; Neutrophils

β-Glucosidase activity assays constitute an important indicator for the early diagnosis of neonatal necrotizing enterocolitis and qualitative changes in medicinal plants. The drawbacks of the existing methods are high consumption of both time and reagents, complexity in operation, and requirement of expensive instruments and highly trained personnel. The present study provides a simplified, highly selective, and miniaturized glucometer-based strategy for the detection of β-glucosidase activity. Single-factor experiments showed that optimum β-glucosidase activity was exhibited at 50 °C and pH 5.0 in a citric acid-sodium citrate buffer when reacting with 0.03 g/mL salicin for 30 min. The procedure for detection was simplified without the need of a chromogenic reaction. Validation of the analytical method demonstrated that the accuracy, precision, repeatability, stability, and durability were good. The linear ranges of β-glucosidase in a buffer solution and rat serum were 0.0873-1.5498 U/mL and 0.4076-2.9019 U/mL, respectively. The proposed method was free from interference from β-dextranase, snailase, β-galactosidase, hemicellulase, and glucuronic acid released by baicalin. This demonstrated that the proposed assay had a higher selectivity than the conventional dinitrosalicylic acid (DNS) assay because of the specificity for salicin and unique recognition of glucose by a personal glucose meter. Miniaturization of the method resulted in a microassay for β-glucosidase activity. The easy-to-operate method was successfully used to detect a series of β-glucosidases extracted from bitter almonds and cultured by Aspergillus niger. In addition, the simplified and miniaturized glucometer-based assay has potential application in the point-of-care testing of β-glucosidase in many fields, including medical diagnostics, food safety, and environmental monitoring.
Animals ; Aspergillus niger ; Calibration ; Cellulase/analysis* ; Chemistry, Clinical/methods* ; Dextranase/analysis* ; Enterocolitis, Necrotizing/diagnosis* ; Equipment Design ; Flavonoids/analysis* ; Glucose/analysis* ; Glucuronic Acid/analysis* ; Glucuronidase/analysis* ; Glycoside Hydrolases/analysis* ; Hydrogen-Ion Concentration ; Linear Models ; Multienzyme Complexes/analysis* ; Plants, Medicinal ; Polygalacturonase/analysis* ; Rats ; Reproducibility of Results ; beta-Galactosidase/analysis* ; beta-Glucosidase/analysis*

PURPOSE: To investigate the hemodynamic risk factors for necrotizing enterocolitis (NEC), we analyzed the characteristics of descending aorta (DA) blood flow in preterm neonates, who later developed NEC. METHODS: This was an observational case-control study on 53 preterm neonates at a tertiary referral center. Clinical and echocardiographic data were collected from 23 preterm neonates with NEC (NEC group), and compared with those of 30 preterm neonates without NEC (control group). Echocardiography was done at a median (interquartile range) of 5 (3–9) days after birth and 2 (1–2.5) days before the diagnosis of NEC. RESULTS: Basic clinical characteristics including gestational age, birth weight, Apgar score, breast feeding status, use of umbilical catheters, and mode of invasive ventilator care were similar between the groups. Compared with the control group, the lowest diastolic velocity of DA was significantly decreased, whereas the diastolic reverse flow and the ratio of diastolic reverse to systolic forward flows were significantly increased in the NEC group. In addition, the resistive index (RI) of DA was significantly increased in the NEC group and showed a positive association with the development of NEC. Multivariate logistic regression analysis showed that increasing RI of DA was an independent risk factor for the development of NEC (P=0.008). CONCLUSION: Significant changes in DA flow characteristics including decreased diastolic velocity and increased diastolic reverse flow along with increased peripheral vascular resistance were observed before the development of NEC in preterm neonates. These findings may help clinicians stratify in advance neonates at a risk of developing NEC and may help improve outcomes in these neonates.
Aorta, Thoracic* ; Apgar Score ; Birth Weight ; Breast Feeding ; Case-Control Studies ; Catheters ; Critical Care ; Diagnosis ; Echocardiography ; Enterocolitis, Necrotizing* ; Gestational Age ; Hemodynamics ; Humans ; Infant, Newborn* ; Logistic Models ; Parturition ; Risk Factors ; Splanchnic Circulation ; Tertiary Care Centers ; Vascular Resistance ; Ventilators, Mechanical

OBJECTIVETo study the value of combined measurement of intestinal fatty acid-binding protein (I-FABP) and fecal calprotectin (FC) in the diagnosis of necrotizing enterocolitis (NEC) in full-term neonates.

METHODSA total of 36 full-term neonates with NEC (case group) and 39 neonates without digestive system diseases (control group) were enrolled as study subjects. ELISA was used to measure the serum I-FABP level and fecal FC level, and the clinical value of I-FABP combined with FC in the diagnosis of NEC was evaluated.

RESULTSThe case group had significantly higher I-FABP and FC levels than the control group (P<0.05). In the case group, serum I-FABP level was positively correlated with fecal FC level (r=0.71, P<0.05). In the diagnosis of NEC, I-FABP alone, FC alone, and I-FABP/FC combination had sensitivities of 83.3%, 81.5%, and 79.5%, specificities of 72.5%, 75.8%, and 86.3%, and areas under the ROC curve (AUCs) of 0.82, 0.81, and 0.88. The combined measurement showed significantly higher specificity and AUC than single measurement (P<0.05).

CONCLUSIONSChildren with NEC have significant increases in I-FABP and FC levels, and there is a correlation between them. Combined measurement of I-FABP and FC can increase the specificity of the diagnosis of NEC.

Enterocolitis, Necrotizing ; diagnosis ; Fatty Acid-Binding Proteins ; blood ; Feces ; chemistry ; Female ; Humans ; Infant, Newborn ; Leukocyte L1 Antigen Complex ; analysis ; Male

OBJECTIVETo investigate the value of abdominal ultrasound in diagnosing neonatal necrotizing enterocolitis (NEC) and its significance in evaluating the disease severity.

METHODSThe clinical data of 84 neonates who were diagnosed with NEC between July 2013 and January 2015 were analyzed retrospectively. According to the modified Bell-NEC staging criteria, these neonates were divided into a suspected NEC group (n=44) and a confirmed NEC group (n=40); according to clinical prognosis, they were divided into a medical treatment and full recovery group (n=58) and a surgery/death group (n=26). The changes in the results of abdominal ultrasound and abdominal X-ray plain film were compared between groups.

RESULTSIn the confirmed NEC group, abdominal ultrasound showed significantly higher detection rates of portal venous gas and dilatation of the intestine than abdominal X-ray plain film (P<0.05). Compared with the medical treatment and full recovery group, the surgery/death group had significantly higher detection rates of dilatation of intestine, bowel wall thickening, peritoneal effusion and free intraperitoneal air (P<0.05). Dilatation of the intestine and free intraperitoneal air shown by abdominal X-ray plain film were more common in the surgery/death group.

CONCLUSIONSAbdominal ultrasound is useful for the diagnosis of NEC. Ultrasonic findings can contribute to the prediction of the severity of NEC.

Abdomen ; diagnostic imaging ; Enterocolitis, Necrotizing ; diagnosis ; diagnostic imaging ; Female ; Humans ; Infant ; Infant, Newborn ; Infant, Newborn, Diseases ; diagnosis ; diagnostic imaging ; Male ; Retrospective Studies ; Ultrasonography

OBJECTIVETo study the clinical features of severe neonatal necrotizing enterocolitis (NEC), and to investigate the diagnostic value of prealbumin (PA) in neonates with severe NEC.

METHODSThe clinical data and results of routine blood test and blood biochemical test of 40 neonates with NEC (29 neonates with NEC II and 11 with NEC III) were analyzed. The multivariate logistic regression analysis and receiver operating characteristic (ROC) curve were applied to investigate the value of PA in the diagnosis of severe NEC.

RESULTSThe multivariate logistic regression analysis showed that PA was an important index for the diagnosis of severe NEC (≥IIB). The ROC analysis showed that in the diagnosis of severe NEC (≥IIB), PA had high sensitivity (0.870) and specificity (0.647).

CONCLUSIONSPA has a good value in the diagnosis of severe NEC.

Enterocolitis, Necrotizing ; blood ; diagnosis ; Female ; Humans ; Infant ; Infant, Newborn ; Infant, Newborn, Diseases ; blood ; diagnosis ; Male ; Prealbumin ; analysis ; ROC Curve ; Severity of Illness Index