ABSTRACT
BACKGROUND: Necrotizing enterocolitis (NEC) is a life-threatening disease that affects premature infants. However, the role of inflammatory biomarkers in identifying surgical/death NEC without pneumoperitoneum remains elusive. PURPOSE: We aimed to verify the value of platelet-to-lymphocyte ratio (PLR) and the combination of white blood cell (WBC), absolute neutrophil count (ANC), absolute lymphocyte count (ALC), neutrophil lymphocyte ratio (NLR), PLR, C reactive protein (CRP) and procalcitonin (PCT) in predicting the severity of NEC, and to construct a model to differ surgically NEC from non-surgically NEC. METHODS: A retrospective analysis was performed on 191 premature infants with NEC. Based on the inclusion and exclusion criteria, 90 infants with Stage II and IIIA NEC were enrolled in this study, including surgical/death NEC (n = 38) and medical NEC (n = 52). The values of inflammatory biomarkers were collected within 24 h of onset. RESULTS: The univariate analysis revealed that the values of WBC (p = 0.040), ANC (p = 0.048), PLR (p = 0.009), CRP (p = 0.016) and PCT (p < 0.01) in surgical/death NEC cohort were significantly higher than medical NEC cohort. Binary multivariate logistic regression analysis indicates that ANC, PLR, CRP, and PCT are capable of distinguishing infants with surgical/death NEC, and the AUC of the regression equation was 0.79 (95% CI 0.64-0.89; sensitivity 0.63; specificity 0.88), suggesting the equation has a good discrimination. IMPLICATIONS FOR PRACTICE AND RESEARCH: Elevated PLR is associated with severe inflammation in surgical/death NEC patients. The prediction modelling of combination of ANC, PLR, CRP and PCT can differentiate surgical/death NEC from infants with medical NEC, which may improve risk awareness and facilitate effective communication between nurses and clinicians. However, multicentre research is needed to verify these findings for better clinical management of NEC.
Subject(s)
Biomarkers , C-Reactive Protein , Enterocolitis, Necrotizing , Infant, Premature , Humans , Enterocolitis, Necrotizing/surgery , Enterocolitis, Necrotizing/blood , Enterocolitis, Necrotizing/diagnosis , Retrospective Studies , Infant, Newborn , Biomarkers/blood , Male , Female , C-Reactive Protein/analysis , Procalcitonin/blood , Pneumoperitoneum/blood , Inflammation/blood , Leukocyte Count , Infant, Premature, Diseases/surgery , Infant, Premature, Diseases/blood , Infant, Premature, Diseases/diagnosisABSTRACT
PURPOSE: Recently, near-infrared spectroscopy (NIRS) has been proposed for diagnosing patients with neonatal necrotizing enterocolitis (NEC). However, a consensus on the credibility of NIRS in evaluating NEC risk has not been reached. This meta-analysis aimed to evaluate the relationship between NEC and splanchnic regional tissue oxygen saturation (SrSO2) and cerebral regional tissue oxygen saturation (CrSO2) detected by NIRS to clarify the clinical value of NIRS in evaluating the risk of NEC. METHODS: Studies using NIRS to monitor regional tissue oxygen saturation (rSO2) in neonates with NEC published in PubMed, Web of Science, Embase, and the Cochrane Library were searched from their inception to 30 July 2023. Mean difference (MD), pooled sensitivity, and pooled specificity, along with their 95 % confidence intervals (CI), were calculated, and the random-effects model was used for analysis. This study was registered with PROSPERO (no. CRD42022326783). RESULTS: Fourteen studies including 938 neonates (172 NEC, 766 controls) were identified. SrSO2 was significantly decreased in patients with NEC (MD: -12.52, 95 % CI: -15.95, -9.08; P < 0.00001), and this decrease was observed even before the diagnosis of NEC (MD: -13.79, 95 % CI: -17.97, -9.62; P < 0.00001). The pooled sensitivity and specificity of SrSO2 were 0.80 (95 % CI: 0.69, 0.88) and 0.90 (95 % CI: 0.61, 0.98), respectively. However, no significant difference in CrSO2 was found (MD: -4.37, 95 % CI: -10.62, 1.88; P = 0.17). CONCLUSIONS: SrSO2, detected by NIRS, could be a valuable non-invasive method for differentiating NEC from non-NEC neonates. It could differentiate prior to NEC diagnosis.
Subject(s)
Enterocolitis, Necrotizing , Spectroscopy, Near-Infrared , Enterocolitis, Necrotizing/diagnosis , Humans , Spectroscopy, Near-Infrared/methods , Infant, Newborn , Oxygen SaturationABSTRACT
OBJECTIVE: Neonatal necrotizing enterocolitis (NEC) is a serious intestinal inflammatory disease. We investigated intestinal fatty acid binding protein (I-FABP), I-FABP mRNA, and interleukin-6 (IL-6) as potential diagnostic biomarkers in NEC. METHODS: Forty mice were subjected to hypoxic-ischemic intestinal injury, and then serum I-FABP protein and mRNA levels were quantified. Ileal tissue pathological scores were determined by hematoxylin and eosin staining. I-FABP expression levels and translocation in these tissues were detected using western blotting and immunofluorescence, respectively. Samples from 30 human neonates with NEC and 30 healthy neonates had serum I-FABP protein/mRNA and IL-6 levels measured. RESULTS: The mouse ileal tissue pathological score and I-FABP levels, as well as serum I-FABP and I-FABP mRNA levels, were significantly higher in the model group than in the control group. Serum I-FABP, I-FABP mRNA, and IL-6 levels were significantly higher in human neonates with NEC than in the healthy group. Logistic regression and receiver operating curve analyses revealed that I-FABP protein/mRNA and IL-6 levels could be diagnostic biomarkers for NEC. CONCLUSIONS: I-FABP protein/mRNA and IL-6 levels are useful biomarkers of intestinal ischemic injury in neonates with NEC. The combined detection of I-FABP protein/mRNA and IL-6 is recommended rather than using a single biomarker.
Subject(s)
Biomarkers , Disease Models, Animal , Enterocolitis, Necrotizing , Fatty Acid-Binding Proteins , Interleukin-6 , Mice, Inbred BALB C , RNA, Messenger , Enterocolitis, Necrotizing/metabolism , Enterocolitis, Necrotizing/blood , Enterocolitis, Necrotizing/pathology , Enterocolitis, Necrotizing/genetics , Enterocolitis, Necrotizing/diagnosis , Animals , Fatty Acid-Binding Proteins/blood , Fatty Acid-Binding Proteins/genetics , Fatty Acid-Binding Proteins/metabolism , Interleukin-6/blood , Interleukin-6/genetics , Infant, Newborn , Humans , Biomarkers/blood , Biomarkers/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Messenger/blood , Mice , Male , Female , Animals, Newborn , Intestinal Mucosa/metabolism , Intestinal Mucosa/pathology , Ileum/metabolism , Ileum/pathology , Case-Control Studies , ROC CurveABSTRACT
BACKGROUND: Necrotizing enterocolitis (NEC) and intracranial hemorrhage are severe emergencies in the neonatal period. The two do not appear to be correlated. However, our report suggests that parenchymal brain hemorrhage in full-term newborns may put patients at risk for NEC by altering intestinal function through the brain-gut axis. CASE PRESENTATION: We present a case of spontaneous parenchymal cerebral hemorrhage in a full-term newborn who developed early-stage NEC on Day 15. CONCLUSIONS: It is possible to consider brain parenchymal hemorrhage as a risk factor for the appearance of NEC. Clinicians should be highly cautious about NEC in infants who have experienced parenchymal hemorrhage. This article is the first to discuss the relationship between parenchymal hemorrhage and NEC in full-term newborns.
Subject(s)
Cerebral Hemorrhage , Enterocolitis, Necrotizing , Humans , Infant, Newborn , Male , Cerebral Hemorrhage/etiology , Cerebral Hemorrhage/diagnostic imaging , Cerebral Hemorrhage/complications , Enterocolitis, Necrotizing/complications , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/etiologyABSTRACT
OBJECTIVE: Aim: To compare X-ray signs in different gestational and body weight groups of patients with NEC. PATIENTS AND METHODS: Materials and Methods: We conducted a retrospective study, enrolling 52 preterm newborns with symptoms of NEC regardless of onset time, who underwent treatment at Neonatal Intensive Care Units in Municipal Non-commercial enterprise "City Children Hospital â2", Odesa. The patients were split into 3 clinical groups: very preterm newborns (VPN), moderately preterm newborns (MPN), and moderately preterm newborns with intrauterine growth restriction (MPN+IUGR). RESULTS: Results: In the VPN group NEC was diagnosed at stage II (58,82±12,30) % and III (41,18±12,30) % by Bell MJ, Ñ>0,05. In the group MPN+IUGR, NEC stage II (33,33±14,21) % and stage III (66,66 ±14,21) %, Ñ>0,05, were equally observed. In the MPN group, NEC was diagnosed at stage I (41,67±10,28) % and II (58,33±10,28) %, Ñ>0,05, without prevalence of any. Also only localized forms were observed. In VPN, we observed localized forms in most cases, while diffuse forms were diagnosed in (11,76±8,05) % cases, Ñ<0,05. In the MPN+IUGR group, we found diffuse form of the NEC in half of the cases - (50,00±15,08) %. In the VPN and MPN+IUGR groups, NEC developed at 13,23±0,39 and 14,33±1,19 days, respectively. However, in MPN without IUGR, NEC developed at 17,75±0,55 days, significantly later than in the MPN+IUGR group, Ñ<0,05. CONCLUSION: Conclusions: We have described distinct features of NEC in MPN with IUGR. Compared to MPN without IUGR, NEC had more severe course and earlier manifestation in such neonates.
Subject(s)
Enterocolitis, Necrotizing , Gestational Age , Infant, Premature , Humans , Infant, Newborn , Enterocolitis, Necrotizing/epidemiology , Enterocolitis, Necrotizing/diagnosis , Retrospective Studies , Female , Male , Fetal Growth Retardation/epidemiology , Infant, Premature, Diseases/epidemiology , Infant, Premature, Diseases/diagnosisABSTRACT
OBJECTIVE: This study aimed to evaluate the role of receptor-interacting protein kinase-3 (RIPK3) in the diagnosis, estimation of disease severity, and prognosis of premature infants with necrotising enterocolitis (NEC). METHODS: RIPK3, lactic acid (LA), and C-reactive protein (CRP) levels were measured in the peripheral blood of 108 premature infants between 2019 and 2023, including 24 with stage II NEC, 18 with stage III NEC and 66 controls. Diagnostic values of the indicators for NEC were evaluated via receiver operating characteristic (ROC) curve analysis. RESULTS: Plasma RIPK3 and LA levels upon NEC suspicion in neonates with stage III NEC were 32.37 ± 16.20 ng/mL. The ROC curve for the combination of RIPK3, LA, CRP for NEC diagnosis were 0.925. The time to full enteral feeding (FEFt) after recovery from NEC was different between two expression groups of plasma RIPK3 (RIPK3 < 20.06 ng/mL and RIPK3 ≥ 20.06 ng/mL). CONCLUSION: Plasma RIPK3 can be used as a promising marker for the diagnosis and estimation of disease severity of premature infants with NEC and for the guidance on proper feeding strategies after recovery from NEC.
Subject(s)
Biomarkers , Enterocolitis, Necrotizing , Infant, Premature , Receptor-Interacting Protein Serine-Threonine Kinases , Humans , Enterocolitis, Necrotizing/blood , Enterocolitis, Necrotizing/diagnosis , Infant, Newborn , Receptor-Interacting Protein Serine-Threonine Kinases/blood , Biomarkers/blood , Male , Female , C-Reactive Protein/metabolism , C-Reactive Protein/analysis , Prognosis , ROC Curve , Severity of Illness Index , Infant, Premature, Diseases/blood , Infant, Premature, Diseases/diagnosis , Case-Control Studies , Lactic Acid/bloodSubject(s)
Biomarkers , Enterocolitis, Necrotizing , Infant, Premature , Receptor-Interacting Protein Serine-Threonine Kinases , Humans , Enterocolitis, Necrotizing/diagnosis , Biomarkers/blood , Infant, Newborn , Receptor-Interacting Protein Serine-Threonine Kinases/metabolism , Infant, Premature, Diseases/diagnosisABSTRACT
Necrotizing enterocolitis (NEC) is one of the most common gastrointestinal diseases in neonatal intensive care units, characterized by rapid progression and a high mortality rate. Local intestinal ischemia and hypoxia are significant contributors to NEC. Feeding intolerance (FI), which refers to a range of gastrointestinal manifestations arising from the inability to tolerate enteral nutrition, is one of the most common clinical issues in neonates, and preventing and treating FI is crucial for improving neonatal survival rates. Near-infrared spectroscopy is a clinical tool that can be used at the bedside to monitor regional oxygen saturation. It is non-invasive, reliable, and sustainable, and its feasibility and safety in assessing intestinal blood circulation have been validated. Early identification of intestinal ischemia and differentiation of FI from precursor symptoms of NEC, as well as predicting the occurrence of NEC, are extremely important for reducing intestinal injury and adverse long-term outcomes. In recent years, there has been new research progress related to the monitoring of intestinal tissue oxygen saturation and cerebral oxygen saturation for the early identification of FI and precursor symptoms of NEC, and this article provides a review of these developments.
Subject(s)
Enterocolitis, Necrotizing , Gastrointestinal Diseases , Spectroscopy, Near-Infrared , Humans , Spectroscopy, Near-Infrared/methods , Infant, Newborn , Enterocolitis, Necrotizing/diagnosis , Gastrointestinal Diseases/diagnosis , Early DiagnosisABSTRACT
PURPOSE: Obtaining large volumes of medical images, required for deep learning development, can be challenging in rare pathologies. Image augmentation and preprocessing offer viable solutions. This work explores the case of necrotising enterocolitis (NEC), a rare but life-threatening condition affecting premature neonates, with challenging radiological diagnosis. We investigate data augmentation and preprocessing techniques and propose two optimised pipelines for developing reliable computer-aided diagnosis models on a limited NEC dataset. METHODS: We present a NEC dataset of 1090 Abdominal X-rays (AXRs) from 364 patients and investigate the effect of geometric augmentations, colour scheme augmentations and their combination for NEC classification based on the ResNet-50 backbone. We introduce two pipelines based on colour contrast and edge enhancement, to increase the visibility of subtle, difficult-to-identify, critical NEC findings on AXRs and achieve robust accuracy in a challenging three-class NEC classification task. RESULTS: Our results show that geometric augmentations improve performance, with Translation achieving +6.2%, while Flipping and Occlusion decrease performance. Colour augmentations, like Equalisation, yield modest improvements. The proposed Pr-1 and Pr-2 pipelines enhance model accuracy by +2.4% and +1.7%, respectively. Combining Pr-1/Pr-2 with geometric augmentation, we achieve a maximum performance increase of 7.1%, achieving robust NEC classification. CONCLUSION: Based on an extensive validation of preprocessing and augmentation techniques, our work showcases the previously unreported potential of image preprocessing in AXR classification tasks with limited datasets. Our findings can be extended to other medical tasks for designing reliable classifier models with limited X-ray datasets. Ultimately, we also provide a benchmark for automated NEC detection and classification from AXRs.
Subject(s)
Enterocolitis, Necrotizing , Humans , Enterocolitis, Necrotizing/diagnostic imaging , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/classification , Infant, Newborn , Radiography, Abdominal/methods , Infant, Premature , Radiographic Image Interpretation, Computer-Assisted/methods , Diagnosis, Computer-Assisted/methods , FemaleABSTRACT
Introducción: La enterocolitis necrotizante (ECN) es una enfermedad potencialmente mortal que afecta a los neonatos, y frente a laque la leche materna ha demostrado tener un papel protector. Administrando lipopolisacáridos (LPS) por vía oral en ratas recién nacidas(RRN), hemos desarrollado un modelo experimental para inducir undaño intestinal similar al que provoca la ECN con objeto de evaluarel aspecto macroscópico y microscópico del intestino, y de ese modo,analizar la presencia de ECN y estudiar el papel que desempeña laleche materna (LM). Material y métodos: Las RRN se dividieron en tres grupos: el grupoA (control, n= 10) permaneció con su madre; el grupo B (LPS, n=25)fue aislado tras el nacimiento, alimentado por sonda con una fórmulaespecial para ratas y LPS oral, y sometido a estrés (hipoxia tras sonda);y el grupo C (LM, n= 12) fue alimentado con leche materna tras elnacimiento y posteriormente aislado y sometido a estrés al igual que elgrupo B. El día 4 se sacrificó a las RRN y se recuperaron sus intestinospara su posterior evaluación. Resultados: En el grupo de control, no se observó ECN ni macroscópica ni histológicamente, mientras que los dos grupos sometidos aestrés (B y C) presentaron una incidencia global de la ECN del 73%.La mayoría de los sujetos del grupo B desarrollaron signos histológi-cos de ECN (85%), y los del grupo C registraron una incidencia de laECN estadísticamente menor (50%, p= 0,04), lo que significa que laLM desempeña una función protectora frente a la ECN (OR= 0,19; IC95%: 0,40-0,904). Conclusión: Nuestro modelo reveló una incidencia significativa dela ECN en RRN (73%), desempeñando la LM la misma función protectora que en el caso de los humanos recién nacidos, lo que significa que estemodelo experimental de ECN es fiable y reproducible. Gracias a dichologro, podremos investigar nuevos y potenciales objetivos terapéuticospara una peligrosa enfermedad que, a día de hoy, carece de tratamiento.(AU)
Introduction: Necrotizing enterocolitis (NEC) is a life-threateningcondition that afflicts neonates. Breastfeeding has demonstrated to playa protective role against it. By administering lipopolysaccharides (LPS)orally in newborn rats (NBR), we have developed an experimental modelto induce NEC-like gut damage. Our aim was to assess the macroscopicand microscopic appearance of the gut, to evaluate the presence of NECand study the role of breast milk (BM). Material and methods: NBR were divided into 3 groups: GroupA (control, n= 10) remained with the mother, group B (LPS, n= 25)was isolated after birth, gavage-fed with special rat formula and oralLPS, then submitted to stress (hypoxia after gavage) and group c (BM,n= 12) was breastfed once after birth, then isolated, and submitted tostress like group B. On day 4, NBR were sacrificed, and intestine washarvested and assessed. Results: In the control group NEC was not present either macroscopically or histologically. Both groups submitted to stress (B and C)presented a global incidence of NEC of 73%. Most of group B developedhistologic signs of NEC (85%) and group C showed a statistically lowerincidence of NEC (50%, p= 0.04), playing the BM a protective roleagainst NEC (OR= 0.19; 95% CI: 0.40- 0.904)Conclusion: Our model showed a significant incidence of NEC inNBR (73%) with the same protective role of BM as in newborn humans,achieving a reliable and reproducible experimental NEC model. This willallow us to investigate new potential therapeutic targets for a devastatingdisease that currently lacks treatment.(AU)
Subject(s)
Humans , Animals , Male , Female , Infant, Newborn , Infant , Rats , Milk, Human , Enterocolitis, Necrotizing/diagnosis , Lipopolysaccharides , Infant, Newborn, Diseases , Case-Control Studies , PediatricsABSTRACT
Early prediction of surgical necrotizing enterocolitis (sNEC) in preterm infants is important. However, owing to the complexity of the disease, identifying infants with NEC at a high risk for surgical intervention is difficult. We developed a machine learning (ML) algorithm to predict sNEC using perinatal factors obtained from the national cohort registry of very low birth weight (VLBW) infants. Data were collected from the medical records of 16,385 VLBW infants registered in the Korean Neonatal Network (KNN). Infants who underwent surgical intervention were identified with sNEC, and infants who received medical treatment, with medical NEC (mNEC). We used 38 variables, including maternal, prenatal, and postnatal factors that were obtained within 1 week of birth, for training. A total of 1085 patients had NEC (654 with sNEC and 431 with mNEC). VLBW infants showed a higher incidence of sNEC at a lower gestational age (GA) (p < 0.001). Our proposed ensemble model showed an area under the receiver operating characteristic curve of 0.721 for sNEC prediction. Conclusion: Proposed ensemble model may help predict which infants with NEC are likely to develop sNEC. Through early prediction and prompt intervention, prognosis of sNEC may be improved. What is Known: ⢠Machine learning (ML)-based techniques have been employed in NEC research for prediction, diagnosis, and prognosis, with promising outcomes. ⢠While most studies have utilized abdominal radiographs and clinical manifestations of NEC as data sources, and have demonstrated their usefulness, they may prove weak in terms of early prediction. What is New: ⢠We analyzed the perinatal factors of VLBW infants acquired within 7 days of birth and used ML-based analysis to identify which infants with NEC are vulnerable to clinical deterioration and at high risk for surgical intervention using nationwide cohort data.
Subject(s)
Enterocolitis, Necrotizing , Infant, Very Low Birth Weight , Machine Learning , Humans , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/surgery , Infant, Newborn , Female , Male , Republic of Korea/epidemiology , Infant, Premature, Diseases/diagnosis , Infant, Premature, Diseases/surgery , Cohort Studies , Gestational Age , Risk Factors , Infant, Premature , Retrospective Studies , Registries , Risk Assessment/methodsABSTRACT
OBJECTIVE: To assess the evaluation and prevalence of benign hematochezia (BH) vs necrotizing enterocolitis (NEC) in infants with congenital heart disease (CHD) <6 months old admitted to the acute care cardiology unit. STUDY DESIGN: This was a multicenter retrospective review of patient characteristics and evaluation of all hematochezia events in patients with CHD <6 months admitted to acute care cardiology unit at 3 high-volume tertiary care centers from February 2019 to January 2021. NEC was defined by the Bell staging criteria. Patients with gastrointestinal disorders were excluded. RESULTS: In total, 180 hematochezia events occurred in 121 patients; 42 patients had more than 1 event. In total, 61% of affected patients had single-ventricle physiology (38% hypoplastic left heart syndrome). Median age and weight at hematochezia were 38 days (IQR 24, 79) and 3.7 kg (IQR 3.2, 4.4). In total, 77% of hematochezia events were BH, and 23% were NEC. There were no surgical interventions for NEC or deaths from NEC. Those with NEC were significantly younger (34 vs 56 days, P < .01) and smaller (3.7 vs 4 kg, P < .01). Single-ventricle physiology was significantly associated with NEC. Initial bloodwork and diagnostic imaging at each center were assessed. There was no significant difference in white blood cell count or C-reactive protein in those with NEC compared with BH. Blood culture results were all negative. CONCLUSIONS: The majority of infants with CHD with hematochezia have BH over NEC, although single-ventricle and surgical patients remain at greater risk. Infants <45 days are more vulnerable for developing NEC. Bloodwork was noncontributory in the identification of cardiac NEC. Expansion to a prospective study to develop a treatment algorithm is important to avoid overtreatment.
Subject(s)
Enterocolitis, Necrotizing , Gastrointestinal Hemorrhage , Heart Defects, Congenital , Humans , Retrospective Studies , Pilot Projects , Heart Defects, Congenital/complications , Male , Female , Infant , Gastrointestinal Hemorrhage/etiology , Gastrointestinal Hemorrhage/diagnosis , Gastrointestinal Hemorrhage/therapy , Infant, Newborn , Enterocolitis, Necrotizing/complications , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/epidemiologyABSTRACT
BACKGROUND: Acquired neonatal intestinal diseases have an array of overlapping presentations and are often labeled under the dichotomous classification of necrotizing enterocolitis (which is poorly defined) or spontaneous intestinal perforation, hindering more precise diagnosis and research. The objective of this study was to take a fresh look at neonatal intestinal disease classification using unsupervised machine learning. METHODS: Patients admitted to the University of Florida Shands Neonatal Intensive Care Unit January 2013-September 2019 diagnosed with an intestinal injury, or had imaging findings of portal venous gas, pneumatosis, abdominal free air, or had an abdominal drain placed or exploratory laparotomy during admission were included. Congenital gastroschisis, omphalocele, intestinal atresia, malrotation were excluded. Data was collected via retrospective chart review with subsequent hierarchal, unsupervised clustering analysis. RESULTS: Five clusters of intestinal injury were identified: Cluster 1 deemed the "Low Mortality" cluster, Cluster 2 deemed the "Mature with Inflammation" cluster, Cluster 3 deemed the "Immature with High Mortality" cluster, Cluster 4 deemed the "Late Injury at Full Feeds" cluster, and Cluster 5 deemed the "Late Injury with High Rate of Intestinal Necrosis" cluster. CONCLUSION: Unsupervised machine learning can be used to cluster acquired neonatal intestinal injuries. Future study with larger multicenter datasets is needed to further refine and classify types of intestinal diseases. IMPACT: Unsupervised machine learning can be used to cluster types of acquired neonatal intestinal injury. Five major clusters of acquired neonatal intestinal injury are described, each with unique features. The clusters herein described deserve future, multicenter study to determine more specific early biomarkers and tailored therapeutic interventions to improve outcomes of often devastating neonatal acquired intestinal injuries.
Subject(s)
Intestinal Diseases , Unsupervised Machine Learning , Humans , Infant, Newborn , Retrospective Studies , Female , Male , Intensive Care Units, Neonatal , Enterocolitis, Necrotizing/diagnosis , Cluster Analysis , Infant, Newborn, DiseasesABSTRACT
BACKGROUND: This study aimed to investigate gestational age-specific hematological features in preterm infants with necrotizing enterocolitis (NEC) and identify predictive hematological biomarkers for surgical NEC. METHODS: We conducted a retrospective study comparing gestational age (GA)-specific clinical data between medical NEC (m-NEC) and surgical NEC (s-NEC) subgroups, stratified by GA as <28 weeks, 28 ≤ GA < 32 weeks, and 32 ≤ GA < 37 weeks. Multivariate logistic analysis and receiver operating characteristic curve were used to identify the independent predictors of s-NEC. RESULTS: In comparison to m-NEC at NEC onset, s-NEC infants exhibited the following findings: In GA < 28 weeks, s-NEC infants had lower platelet counts. In 28 ≤ GA < 32 weeks, lower absolute lymphocyte counts, and significant percent drop in platelets, lymphocytes, and monocytes were observed. In 32 ≤ GA < 37 weeks, lower absolute lymphocyte counts and significant percent drop in lymphocytes were found. Independent predictors were able to distinguish s-NEC from m-NEC. The area under the curve (AUC) for platelet counts in GA < 28 weeks was 0.880, while C-reactive protein in 28 ≤ GA < 32 weeks had an AUC of 0.889. The AUC for lymphocyte counts in 32 ≤ GA < 37 weeks was 0.892. CONCLUSION: This study identified hematological abnormalities in the development of NEC based on gestational age. Independent predictors may help clinicians distinguish surgical NEC from medical NEC. IMPACT: Necrotizing enterocolitis (NEC) patients with different gestational ages (GA) exhibit different hematological features and independent predictors of surgical NEC differ among different GAs. Our research made the current studies about peripheral hematological features with NEC more complete by analyzing peripheral data collected within 24 h of birth, at day 5-7, day 3-4, day 1-2 before NEC onset, at the time of NEC onset, day 1, day 2, day 3, day 4-5, day 6-7 after NEC onset. Our study is helpful to clinicians in developing a more detailed diagnostic strategy based on GA for the early identification of surgical NEC.
Subject(s)
Enterocolitis, Necrotizing , Gestational Age , Infant, Premature , ROC Curve , Humans , Enterocolitis, Necrotizing/blood , Enterocolitis, Necrotizing/diagnosis , Infant, Newborn , Retrospective Studies , Infant, Premature/blood , Female , Male , Platelet Count , Biomarkers/blood , C-Reactive Protein/analysis , C-Reactive Protein/metabolism , Logistic Models , Area Under Curve , Multivariate Analysis , Lymphocyte CountABSTRACT
Necrotizing enterocolitis (NEC) is a devastating gastrointestinal emergency in preterm infants and the clinical presentation of NEC may vary with gestational age. We lack reliable biomarkers for early diagnosis of NEC limiting timely intervention. Hematological changes in NEC are actively researched for their potential role as biomarkers. The pattern and severity of hematological abnormalities have been correlated with rapid progression, the need for surgery, increased risk of mortality, and morbidity. In this issue of Pediatric Research, Chong et al. report GA-specific hematological biomarkers in preterm infants with NEC that could predict the need for surgery. Thrombocytopenia at NEC onset was an independent predictor of surgical intervention in extremely preterm infants. Persistent thrombocytopenia and lymphopenia at 72 h and elevated C-reactive protein at 48 h after NEC onset, predicted surgery in infants of 28 to <32 weeks GA. Persistent thrombocytopenia at 24 h after the onset of NEC was predictive of mortality in infants who underwent surgery. Well-designed, prospective, multi-center studies are needed to confirm the role of hematological biomarkers in early diagnosis and prognostication in NEC.
Subject(s)
Biomarkers , Enterocolitis, Necrotizing , Infant, Premature , Thrombocytopenia , Enterocolitis, Necrotizing/blood , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/surgery , Humans , Biomarkers/blood , Infant, Newborn , Thrombocytopenia/blood , Thrombocytopenia/diagnosis , Prognosis , C-Reactive Protein/analysis , C-Reactive Protein/metabolism , Gestational Age , Lymphopenia/blood , Lymphopenia/diagnosis , Predictive Value of TestsABSTRACT
OBJECTIVE: To investigate the accuracy of preoperative and intraoperative diagnosis via comparison to pathologic diagnosis in spontaneous intestinal perforation (SIP) vs. necrotizing enterocolitis (NEC). STUDY DESIGN: A retrospective review of neonates <1500 g treated for pneumoperitoneum between 07/2004-09/2022 was conducted. Patients treated for NEC medically prior to diagnosis and those treated with drain only were excluded. Fleiss' Kappa analysis assessed agreement between all three diagnoses: preoperative, intraoperative, and pathologic. RESULT: Overall, 125 patients were included with mean birthweight 834.2 g (SD:259.2) and mean gestational age 25.8 weeks (SD:2.2). Preoperative and intraoperative diagnoses agreed in 90.3%, intraoperative and pathologic agreed in 71.1%, and preoperative and pathologic agreed in 75.2% of patients. Fleiss' Kappa was 0.55 (95% CI:0.43,0.68), indicating moderate agreement between the three diagnoses. CONCLUSION: Our study shows moderate agreement between preoperative, intraoperative, and pathologic diagnoses. Further studies investigating the clinical characteristics of SIP and NEC are needed to improve diagnostic accuracy and management.
Subject(s)
Enterocolitis, Necrotizing , Fetal Diseases , Infant, Newborn, Diseases , Intestinal Perforation , Surgeons , Female , Infant, Newborn , Humans , Infant , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/surgery , Enterocolitis, Necrotizing/pathology , Intestinal Perforation/diagnosis , Intestinal Perforation/surgery , Retrospective StudiesABSTRACT
Necrotizing enterocolitis (NEC) is one of the diseases in neonates, with a high morbidity and mortality rate, especially in preterm infants. This review aimed to briefly introduce the latest epidemiology, susceptibility factors, and clinical diagnosis and presentation of NEC. We also organized new prevention strategies by risk factors according to different pathogeneses and then discussed new treatment methods based on Bell's staging and complications, and the classification of mild to high severity based on clinical and imaging manifestations. Such a generalization will help clinicians and researchers to gain a deeper understanding of the disease and to conduct more targeted classification, grading prevention, and exploration. We focused on prevention and treatment of the early and suspected stages of NEC, including the discovery of novel biomarkers and drugs to control disease progression. At the same time, we discussed its clinical application, future development, and shortcomings.
Subject(s)
Enterocolitis, Necrotizing , Fetal Diseases , Infant, Newborn, Diseases , Infant , Female , Infant, Newborn , Humans , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/prevention & control , Infant, Premature , Disease ProgressionABSTRACT
Necrotizing enterocolitis (NEC) is a relatively common complication in neonates with single ventricle physiology following heart surgery. Near-infrared spectroscopy (NIRS) is used to measure regional oxygen saturations in neonates in the postoperative period. We sought to investigate the association of somatic regional oxygen saturation (srSO2) and cerebral regional oxygen saturation (crSO2) in the early postoperative period and the subsequent development of NEC. We performed a retrospective cohort study of neonates who underwent cardiac surgery with cardiopulmonary bypass from October 2017 to September 2021 at the University of Virginia Children's Hospital. Values of srSO2 and crSO2 were captured over the first 48 h following surgery. 166 neonates were included and the median age at time of surgery was 8 days. NEC was diagnosed in 18 neonates following heart surgery with a median interval from surgery to diagnosis of 7 days. Neonates with single ventricle physiology had lower average crSO2 (62% vs 78%, p < 0.001), average srSO2 (72% vs 86%, p < 0.001), average crSO2 to srSO2 ratio (0.874 vs 0.913, p < 0.001), and an increased average srSO2-crSO2 difference (10% vs 8%, p = 0.03). Adjusting for single ventricle physiology, lower average crSO2 was associated with the development of definite NEC (modified Bell's criteria stage IIa and higher) (OR = 0.86, 95% CI 0.78-0.96, p = 0.007). Lower crSO2 values in the early postoperative period in neonates following cardiac surgery was associated with an increased risk in the subsequent development of NEC.
Subject(s)
Cardiac Surgical Procedures , Enterocolitis, Necrotizing , Fetal Diseases , Infant, Newborn, Diseases , Female , Child , Infant, Newborn , Humans , Oxygen , Retrospective Studies , Enterocolitis, Necrotizing/diagnosis , Enterocolitis, Necrotizing/surgery , Enterocolitis, Necrotizing/etiology , Oxygen Saturation , Prospective Studies , Cardiac Surgical Procedures/adverse effects , Postoperative PeriodABSTRACT
Bile acids (BAs) are involved in the development of necrotizing enterocolitis (NEC), which mainly occurs in preterm infants. We aim to identify the change of BAs in preterm infants and validate its potential value in the detection of NEC. Targeted liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed to measure the plasma BAs in healthy preterm infants and patients with NEC. By analyzing the level of BAs in healthy preterm infants, we found that the plasma concentrations of BAs were related to sex, gestational/postnatal age, birth weight, mode of birth, and feeding type after birth. The plasma levels of TCA, GCA, TCDCA, GCDCA, primary BAs, and total BAs and the primary/secondary BA ratio were decreased, while DCA, UDCA, and secondary BAs were increased in NEC. The primary/secondary BA ratio (cutoff point 62.9) can effectively differentiate NEC from healthy preterm infants, with an AUC of 0.9, a sensitivity of 94.5%, and a specificity of 78.1%. Combining the ratio with high-risk factors of NEC can better distinguish between NEC and control, with an AUC of 0.95. Importantly, significantly lower levels of primary/secondary BA ratio were found in infants with surgical NEC than in nonsurgical NEC cases. The cutoff point of 28.7 identified surgical NEC from nonsurgical NEC with sensitivity and specificity of 76.9% and 100%. Thus, our study identified that the primary/secondary BA ratio in the plasma can differentiate NEC from healthy preterm infants and effectively differentiate the surgical NEC from nonsurgical NEC. Therefore, LC-MS/MS was expected to be a novel measurement platform used to distinguish infants who are most in need of close monitoring or early surgical intervention.
Subject(s)
Enterocolitis, Necrotizing , Infant, Newborn, Diseases , Infant , Infant, Newborn , Humans , Infant, Premature , Bile Acids and Salts , Chromatography, Liquid , Tandem Mass Spectrometry , Enterocolitis, Necrotizing/diagnosis , Liquid Chromatography-Mass Spectrometry , BiomarkersABSTRACT
INTRODUCTION: To investigate the predictive value of plasma sodium at the onset of necrotizing enterocolitis (NEC) diagnosis in distinguishing surgical NEC from medical NEC. METHODS: A retrospective review of all NEC neonates treated at our hospital between 2008 and 2022. Patients were divided into two groups based on treatment methods: surgical intervention and medical treatment. Patient demographics, laboratory parameters, and outcomes were all documented. The values of laboratory parameters were collected at the onset of NEC and after treatment. To identify potential predictors of surgical NEC, multivariate logistic regression analyses were used. The receiver operating characteristic curve was applied to determine predictive factors. RESULTS: Surgical treatment was performed in 111 infants (44.6%), and medical treatment in 138 cases (55.4%). Of 249 infants with NEC, 22 patients exhibited Bell stage I, 91 infants had Bell stage II, and 136 patients displayed Bell stage III. We discovered that white blood cell (WBC), C-reactive protein (CRP), fibrinogen, and sodium were independent predictors of NEC receiving surgery based on the results of the multivariate logistic regression analysis. Hyponatremia was found in 122 of the 249 patients (49%). At the onset of NEC diagnosis, hyponatremia was found in 83.8% of surgical intervention group and in 21.0% of medical treatment group (P < 0.001). Sensitivity, specificity, positive predictive value, and negative predictive value for WBC, CRP, fibrinogen, and sodium were calculated. The cutoff values were determined using receiver operating characteristic analysis. The area under the curve of hyponatremia for surgical intervention was 0.875, with 84% sensitivity, 80% specificity, 77% positive predictive value, and 86% negative predictive value, which had a greater specificity (0.80) for predicting surgical intervention than WBC (0.67), CRP (0.50), and fibrinogen (0.70). CONCLUSIONS: When a surgical evaluation is necessary, hyponatremia can effectively distinguish surgical NEC from medical NEC. It could be used as a predictive marker to guide parental counseling for surgical intervention and rapid transfer of patients to tertiary centers when they have a surgical condition.