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Arkin N, Zhao T, Yang Y, Wang L. Development and validation of a novel risk classification tool for predicting long length of stay in NICU blood transfusion infants. Sci Rep 2024; 14:6877. [PMID: 38519538 PMCID: PMC10959994 DOI: 10.1038/s41598-024-57502-3] [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: 10/14/2023] [Accepted: 03/19/2024] [Indexed: 03/25/2024] Open
Abstract
Newborns are as the primary recipients of blood transfusions. There is a possibility of an association between blood transfusion and unfavorable outcomes. Such complications not only imperil the lives of newborns but also cause long hospitalization. Our objective is to explore the predictor variables that may lead to extended hospital stays in neonatal intensive care unit (NICU) patients who have undergone blood transfusions and develop a predictive nomogram. A retrospective review of 539 neonates who underwent blood transfusion was conducted using median and interquartile ranges to describe their length of stay (LOS). Neonates with LOS above the 75th percentile (P75) were categorized as having a long LOS. The Least Absolute Shrinkage and Selection Operator (LASSO) regression method was employed to screen variables and construct a risk model for long LOS. A multiple logistic regression prediction model was then constructed using the selected variables from the LASSO regression model. The significance of the prediction model was evaluated by calculating the area under the ROC curve (AUC) and assessing the confidence interval around the AUC. The calibration curve is used to further validate the model's calibration and predictability. The model's clinical effectiveness was assessed through decision curve analysis. To evaluate the generalizability of the model, fivefold cross-validation was employed. Internal validation of the models was performed using bootstrap validation. Among the 539 infants who received blood transfusions, 398 infants (P75) had a length of stay (LOS) within the normal range of 34 days, according to the interquartile range. However, 141 infants (P75) experienced long LOS beyond the normal range. The predictive model included six variables: gestational age (GA) (< 28 weeks), birth weight (BW) (< 1000 g), type of respiratory support, umbilical venous catheter (UVC), sepsis, and resuscitation frequency. The area under the receiver operating characteristic (ROC) curve (AUC) for the training set was 0.851 (95% CI 0.805-0.891), and for the validation set, it was 0.859 (95% CI 0.789-0.920). Fivefold cross-validation indicates that the model has good generalization ability. The calibration curve demonstrated a strong correlation between the predicted risk and the observed actual risk, indicating good consistency. When the intervention threshold was set at 2%, the decision curve analysis indicated that the model had greater clinical utility. The results of our study have led to the development of a novel nomogram that can assist clinicians in predicting the probability of long hospitalization in blood transfused infants with reasonable accuracy. Our findings indicate that GA (< 28 weeks), BW(< 1000 g), type of respiratory support, UVC, sepsis, and resuscitation frequency are associated with a higher likelihood of extended hospital stays among newborns who have received blood transfusions.
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Affiliation(s)
- Nurbiya Arkin
- Department of Neonatal, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830054, Xinjiang, China
| | - Ting Zhao
- Department of Neonatal, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830054, Xinjiang, China
| | - Yanqing Yang
- Department of Neonatal, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830054, Xinjiang, China
| | - Le Wang
- Department of Neonatal, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830054, Xinjiang, China.
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Mehretie Y, Amare AT, Getnet GB, Mekonnen BA. Length of hospital stay and factors associated with very-low-birth-weight preterm neonates surviving to discharge a cross-sectional study, 2022. BMC Pediatr 2024; 24:80. [PMID: 38279136 PMCID: PMC10811810 DOI: 10.1186/s12887-024-04532-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 01/02/2024] [Indexed: 01/28/2024] Open
Abstract
BACKGROUND The length of hospital stay of very-low-birth-weight neonates (birth weight < 1500 g) depends on multiple factors. Numerous factors have been reported to influence the length of hospital stay (LOS). The objective of this study was to identify the length of hospital stay and associated factors among very-low-birth-weight preterm neonates. METHOD A hospital-based, cross-sectional study was conducted. Data was collected using a pretested, structured questionnaire from April 1 to November 30, 2022. The data was entered using Epidata and Stata version 15.1. The frequencies, mean, median, and interquartile range were used to describe the study population about relevant variables. A linear regression model was used to see the effect of independent variables on dependent variables. RESULT About 110 very low-birth-weight preterm neonates who survived to discharge were included in the study. The median birth weight was 1370 g, with an IQR of 1250-1430. The mean gestational age was 32.30 ± 1.79 weeks. The median length of hospital stay was 24 days, with an IQR of 13.5-40. The gestational age, type of initial management given, and presence of complications had a significant association with the length of hospital stay for VLBW preterm neonates. CONCLUSION The median hospital stay was 24 days. The gestational age, presence of complications, and type of initial management given were associated with LOS for VLBW preterm neonates. The length of the hospital stay of the VLBW preterm neonates can be reduced by applying the standards of care of very-low-birth-weight preterm neonates.
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Affiliation(s)
- Yimenu Mehretie
- Department of Pediatrics and Child Health, School of Medicine, College of Medicine and Health Science, University of Gondar, Po. Box 196, Gondar, Ethiopia
| | - Ashenafi Tazebew Amare
- Department of Pediatrics and Child Health, School of Medicine, College of Medicine and Health Science, University of Gondar, Po. Box 196, Gondar, Ethiopia
| | - Geta Bayu Getnet
- Department of Pediatrics and Child Health, School of Medicine, College of Medicine and Health Science, University of Gondar, Po. Box 196, Gondar, Ethiopia
| | - Birhanu Abie Mekonnen
- Department of Pediatrics and Child Health, School of Medicine, College of Medicine and Health Science, University of Gondar, Po. Box 196, Gondar, Ethiopia.
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Stylianou-Riga P, Boutsikou T, Kouis P, Michailidou K, Kinni P, Sokou R, Iliodromiti Z, Pitsios C, Yiallouros PK, Iacovidou N. Epidemiology, risk factors, clinical presentation and complications of late-onset neonatal sepsis among preterm neonates in Cyprus: a prospective case-control study. BMC Pediatr 2024; 24:50. [PMID: 38229029 DOI: 10.1186/s12887-023-04359-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Accepted: 10/12/2023] [Indexed: 01/18/2024] Open
Abstract
BACKGROUND Late-onset neonatal sepsis (LOS) is common in preterm neonates, with increasing incidence in recent years. In the present study, we examined the epidemiology, clinical presentation, and complications of LOS in Cyprus and quantified possible risk factors for the development of this condition. METHODS The study subjects were preterm neonates admitted in the Neonatal Intensive Care Unit (NICU) of Archbishop Makarios III Hospital, the only neonatal tertiary centre in Cyprus. A prospective, case-control study was designed, and carried out between April 2017-October 2018. Depending on blood culture results, preterm neonates were classified as "Confirmed LOS": positive blood culture - microorganism isolated and LOS symptoms, "Unconfirmed LOS": negative blood culture and LOS symptoms, and "Controls" group: negative blood culture and absence of LOS symptoms. Comparisons between the 3 groups were performed and the associations between demographic, clinical and treatment characteristics with the likelihood of LOS were assessed using univariate and multivariate logistic regression. RESULTS A total of 350 preterm neonates were included in the study and the incidence of LOS was 41.1%. 79 (22.6%) and 65 (18.6%) neonates were classified as "Confirmed LOS", and "unconfirmed LOS" cases respectively while 206 (58.9%) served as controls. The rate of confirmed LOS ranged from 12.2% in moderate to late preterm neonates to 78.6% in extremely preterm neonates. In the multivariate model, we demonstrated an independent association between LOS and duration of hospitalization (OR: 1.06, 95%CI: 1.01-1.10), duration of ventilation (OR: 1.23, 95%CI: 1.07-1.43) and necrotising enterocolitis (OR: 3.41, 95%CI: 1.13-10.25). CONCLUSIONS The present study highlights the epidemiology of LOS in preterm neonates in Cyprus and its association with the duration of ventilation and hospitalization as well as with necrotizing enterocolitis. Establishment of protocols for the prevention of nosocomial infections during hospitalization in the NICUs and mechanical ventilation of preterm neonates is recommended.
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Affiliation(s)
- Paraskevi Stylianou-Riga
- Neonatal Intensive Care Unit, "Archbishop Makarios III" Hospital, Nicosia, Cyprus.
- Respiratory Physiology Laboratory, Medical School, University of Cyprus Shakolas Educational Center of Clinical, Medicine Palaios Dromos Lefkosias Lemesou 215/6, Aglantzia, Nicosia, 2029, Cyprus.
- Neonatal Department, Medical School, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece.
| | - Theodora Boutsikou
- Neonatal Department, Medical School, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Panayiotis Kouis
- Respiratory Physiology Laboratory, Medical School, University of Cyprus Shakolas Educational Center of Clinical, Medicine Palaios Dromos Lefkosias Lemesou 215/6, Aglantzia, Nicosia, 2029, Cyprus
| | | | - Paraskevi Kinni
- Respiratory Physiology Laboratory, Medical School, University of Cyprus Shakolas Educational Center of Clinical, Medicine Palaios Dromos Lefkosias Lemesou 215/6, Aglantzia, Nicosia, 2029, Cyprus
| | - Rozeta Sokou
- Neonatal Department, Medical School, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Zoi Iliodromiti
- Neonatal Department, Medical School, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Constantinos Pitsios
- Respiratory Physiology Laboratory, Medical School, University of Cyprus Shakolas Educational Center of Clinical, Medicine Palaios Dromos Lefkosias Lemesou 215/6, Aglantzia, Nicosia, 2029, Cyprus
| | - Panayiotis K Yiallouros
- Respiratory Physiology Laboratory, Medical School, University of Cyprus Shakolas Educational Center of Clinical, Medicine Palaios Dromos Lefkosias Lemesou 215/6, Aglantzia, Nicosia, 2029, Cyprus
| | - Nicoletta Iacovidou
- Neonatal Department, Medical School, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece
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Kermani F, Zarkesh MR, Vaziri M, Sheikhtaheri A. A case-based reasoning system for neonatal survival and LOS prediction in neonatal intensive care units: a development and validation study. Sci Rep 2023; 13:8421. [PMID: 37225782 DOI: 10.1038/s41598-023-35333-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 05/16/2023] [Indexed: 05/26/2023] Open
Abstract
Early prediction of neonates' survival and Length of Stay (LOS) in Neonatal Intensive Care Units (NICU) is effective in decision-making. We developed an intelligent system to predict neonatal survival and LOS using the "Case-Based Reasoning" (CBR) method. We developed a web-based CBR system based on K-Nearest Neighborhood (KNN) on 1682 neonates and 17 variables for mortality and 13 variables for LOS and evaluated the system with 336 retrospectively collected data. We implemented the system in a NICU to externally validate the system and evaluate the system prediction acceptability and usability. Our internal validation on the balanced case base showed high accuracy (97.02%), and F-score (0.984) for survival prediction. The root Mean Square Error (RMSE) for LOS was 4.78 days. External validation on the balanced case base indicated high accuracy (98.91%), and F-score (0.993) to predict survival. RMSE for LOS was 3.27 days. Usability evaluation showed that more than half of the issues identified were related to appearance and rated as a low priority to be fixed. Acceptability assessment showed a high acceptance and confidence in responses. The usability score (80.71) indicated high system usability for neonatologists. This system is available at http://neonatalcdss.ir/ . Positive results of our system in terms of performance, acceptability, and usability indicated this system can be used to improve neonatal care.
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Affiliation(s)
- Farzaneh Kermani
- Health Information Technology Department, School of Allied Medical Sciences, Semnan University of Medical Sciences, Semnan, Iran
| | - Mohammad Reza Zarkesh
- Maternal, Fetal and Neonatal Research Center, Tehran University of Medical Sciences, Tehran, Iran
- Department of Neonatology, Yas Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Abbas Sheikhtaheri
- Department of Health Information Management, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran.
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Fu M, Song W, Yu G, Yu Y, Yang Q. Risk factors for length of NICU stay of newborns: A systematic review. Front Pediatr 2023; 11:1121406. [PMID: 36994438 PMCID: PMC10040659 DOI: 10.3389/fped.2023.1121406] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Accepted: 02/21/2023] [Indexed: 03/31/2023] Open
Abstract
Background The improvement in survival of preterm infants is accompanied by an increase in neonatal intensive care unit (NICU) admissions. Prolonged length of stay in the NICU (LOS-NICU) increases the incidence of neonatal complications and even mortality and places a significant economic burden on families and strain on healthcare systems. This review aims to identify risk factors influencing LOS-NICU of newborns and to provide a basis for interventions to shorten LOS-NICU and avoid prolonged LOS-NICU. Methods A systematic literature search was conducted in PubMed, Web of Science, Embase, and Cochrane library for studies that were published in English from January 1994 to October 2022. The PRISMA guidelines were followed in all phases of this systematic review. The Quality in Prognostic Studies (QUIPS) tool was used to assess methodological quality. Results Twenty-three studies were included, 5 of which were of high quality and 18 of moderate quality, with no low-quality literature. The studies reported 58 possible risk factors in six broad categories (inherent factors; antenatal treatment and maternal factors; diseases and adverse conditions of the newborn; treatment of the newborn; clinical scores and laboratory indicators; organizational factors). Conclusions We identified several of the most critical risk factors affecting LOS-NICU, including birth weight, gestational age, sepsis, necrotizing enterocolitis, bronchopulmonary dysplasia, and retinopathy of prematurity. As only a few high-quality studies are available at present, well-designed and more extensive prospective studies investigating the risk factors affecting LOS-NICU are still needed in the future.
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Affiliation(s)
- Maoling Fu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Wenshuai Song
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Genzhen Yu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Correspondence: Genzhen Yu
| | - Yaqi Yu
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qiaoyue Yang
- Department of Nursing, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Culbreath K, Keefe G, Edwards EM, Morrow KA, Soll RF, Jaksic T, Horbar JD, Modi BP. Morbidity associated with laparotomy-confirmed spontaneous intestinal perforation: A prospective multicenter analysis. J Pediatr Surg 2022; 57:981-985. [PMID: 35287964 DOI: 10.1016/j.jpedsurg.2022.01.058] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 01/31/2022] [Indexed: 10/19/2022]
Abstract
BACKGROUND Differences in morbidities between spontaneous intestinal perforation (SIP) and necrotizing enterocolitis (NEC) are unknown. METHODS Prospectively collected multicenter data regarding very low birth weight (VLBW) infants 2015-2019 were analyzed. Diagnosis of SIP or NEC was laparotomy-confirmed in all patients. Multivariable regression modeling was used to assess adjusted length of stay (LOS; primary outcome) and adjusted risk ratios (ARR) for weight <10th percentile at discharge, and supplemental oxygen requirement at discharge. RESULTS Of 201,300 VLBW infants at 790 hospitals, 1523 had SIP and 2601 had NEC. Adjusted LOS was similar for SIP and NEC (92 vs 88 days, p = 0.08561), but significantly higher than seen without SIP or NEC (68 days, p<0.0001). The risk of growth morbidity at discharge was similar between SIP and NEC (74.2% vs 75.3%; ARR:1.00;0.94,1.06), but higher than infants without SIP or NEC (47.7%; ARR:0.50;0.47,0.53). Infants with NEC were less likely to require supplemental oxygen at discharge than infants with SIP (24.4% vs 34.9%; ARR:0.80; 0.71,0.89). CONCLUSIONS Although mortality is known to be lower in VLBW infants with SIP than NEC, this study highlights the similarly high morbidity experienced by both groups of infants. These benchmark data can help align counseling of families with expected outcomes. LEVEL OF EVIDENCE Level II. TYPE OF STUDY Prognosis study (Cohort Study).
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Affiliation(s)
- Katherine Culbreath
- Department of Surgery and Center for Advanced Intestinal Rehabilitation, Boston Children's Hospital, Boston, MA, USA
| | - Gregory Keefe
- Department of Surgery and Center for Advanced Intestinal Rehabilitation, Boston Children's Hospital, Boston, MA, USA
| | | | | | | | - Tom Jaksic
- Department of Surgery and Center for Advanced Intestinal Rehabilitation, Boston Children's Hospital, Boston, MA, USA
| | | | - Biren P Modi
- Department of Surgery and Center for Advanced Intestinal Rehabilitation, Boston Children's Hospital, Boston, MA, USA.
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Wilar R, Lestari H. Risk Factors and Clinical Outcomes of Neonatal Sepsis in Manado Tertiary Referral Hospital: A Single-center Study. Open Access Maced J Med Sci 2022. [DOI: 10.3889/oamjms.2022.7993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
BACKGROUND: Neonatal sepsis remains a major cause of morbidity and mortality among newborn infants, both term and preterm. Even with effective treatment, the outcome is still uncertain, with inflated health-care cost due to prolonged length of stay in the Neonatal Intensive Care Unit.
AIM: This study aimed to evaluate risk factors and their association with clinical outcomes of neonatal sepsis in a tertiary referral hospital in Manado, Indonesia.
METHODS: This is a single-center retrospective cohort study of 365 neonatal sepsis subjects, conducted between January 2016 and December 2018. Risk factors were divided into two groups: Neonatal-related and maternal-related risk factors. Clinical outcomes analyzed were survival outcome (discharged or death) and hospital length of stay. Logistic regression, Mann–Whitney, and Kruskal–Wallis test were used in statistical analysis.
RESULTS: From all risk factors, the highest mortality rate was found in neonates with sclerema (83.1%), and the lowest mortality rate in neonates without tachypnea (11.6%). Further multivariate statistical analysis revealed two risk factors associated with mortality, such as tachypnea (OR 4.94, 95% CI 2.257–10.841; p < 0.001) and sclerema (OR 34.47, 95% CI 15.135‒78.509; p < 0.001). Further analysis also reported several risk factors associated with prolonged length of stay, such as very low birth weight (p < 0.001), premature rupture of the membrane (p = 0.009), preterm gestational age (p < 0.001), and non-hospital delivery location (p = 0.013).
CONCLUSION: In neonatal sepsis, the presence of tachypnea and sclerema was significant risk factors for mortality. Meanwhile, premature rupture of the membrane, very low birth weight, preterm gestational age, and non-hospital delivery location were risk factors associated with prolonged length of stay.
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Elevated Levels of Interleukin-27 in Early Life Compromise Protective Immunity in a Mouse Model of Gram-Negative Neonatal Sepsis. Infect Immun 2020; 88:IAI.00828-19. [PMID: 31818960 PMCID: PMC7035946 DOI: 10.1128/iai.00828-19] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Accepted: 11/22/2019] [Indexed: 12/22/2022] Open
Abstract
Neonates are at increased risk for bacterial sepsis. We established that the immune-suppressive cytokine interleukin-27 (IL-27) is elevated in neonatal mice. Similarly, human cord blood-derived macrophages express IL-27 genes and secrete more cytokine than macrophages from adults. In the present work, we hypothesized that increased levels of IL-27 predispose neonatal mice to more severe infection during Gram-negative sepsis. Serum IL-27 levels continued to rise during infection. Neonates are at increased risk for bacterial sepsis. We established that the immune-suppressive cytokine interleukin-27 (IL-27) is elevated in neonatal mice. Similarly, human cord blood-derived macrophages express IL-27 genes and secrete more cytokine than macrophages from adults. In the present work, we hypothesized that increased levels of IL-27 predispose neonatal mice to more severe infection during Gram-negative sepsis. Serum IL-27 levels continued to rise during infection. Peripheral tissue analysis revealed systemic IL-27 expression, while myeloid cell profiling identified Gr-1- and F4/80-expressing cells as the most abundant producers of IL-27 during infection. Increased IL-27 levels were consistent with increased mortality that was improved in IL-27 receptor α (IL-27Rα)−/− mice that lack a functional IL-27 receptor. Infected IL-27Rα−/− pups also exhibited improved weight gain and reduced morbidity. This was consistent with reduced bacterial burdens and more efficient bacterial killing by Ly6B.2+ myeloid cells and macrophages compared to WT neonates. Live animal imaging further supported a more severe and disseminated infection in WT neonates. This is the first report to describe the impact of elevated early-life IL-27 on the host response in a neonatal infection model while also defining the cell and tissue sources of cytokine. IL-27 is frequently associated with suppressed inflammation. In contrast, our findings demonstrate that IL-27 indirectly promotes an inflammatory cytokine response during neonatal sepsis by directly compromising control of bacteria that drive the inflammatory response. Collectively, our results suggest that IL-27 represents a therapeutic target to limit susceptibility and improve infectious outcomes in neonatal sepsis.
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Husada D, Chanthavanich P, Chotigeat U, Sunttarattiwong P, Sirivichayakul C, Pengsaa K, Chokejindachai W, Kaewkungwal J. Predictive model for bacterial late-onset neonatal sepsis in a tertiary care hospital in Thailand. BMC Infect Dis 2020; 20:151. [PMID: 32070296 PMCID: PMC7029566 DOI: 10.1186/s12879-020-4875-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Accepted: 02/12/2020] [Indexed: 02/07/2023] Open
Abstract
Background Early diagnosis of neonatal sepsis is essential to prevent severe complications and avoid unnecessary use of antibiotics. The mortality of neonatal sepsis is over 18%in many countries. This study aimed to develop a predictive model for the diagnosis of bacterial late-onset neonatal sepsis. Methods A case-control study was conducted at Queen Sirikit National Institute of Child Health, Bangkok, Thailand. Data were derived from the medical records of 52 sepsis cases and 156 non-sepsis controls. Only proven bacterial neonatal sepsis cases were included in the sepsis group. The non-sepsis group consisted of neonates without any infection. Potential predictors consisted of risk factors, clinical conditions, laboratory data, and treatment modalities. The model was developed based on multiple logistic regression analysis. Results The incidence of late proven neonatal sepsis was 1.46%. The model had 6 significant variables: poor feeding, abnormal heart rate (outside the range 100–180 x/min), abnormal temperature (outside the range 36o-37.9 °C), abnormal oxygen saturation, abnormal leucocytes (according to Manroe’s criteria by age), and abnormal pH (outside the range 7.27–7.45). The area below the Receiver Operating Characteristics (ROC) curve was 95.5%. The score had a sensitivity of 88.5% and specificity of 90.4%. Conclusion A predictive model and a scoring system were developed for proven bacterial late-onset neonatal sepsis. This simpler tool is expected to somewhat replace microbiological culture, especially in resource-limited settings.
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Affiliation(s)
- Dominicus Husada
- Department of Child Health, School of Medicine Airlangga University/Dr. Soetomo Hospital, Surabaya, 60286, Indonesia.
| | | | | | | | | | - Krisana Pengsaa
- Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
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Wójkowska-Mach J, Chmielarczyk A, Strus M, Lauterbach R, Heczko P. Neonate Bloodstream Infections in Organization for Economic Cooperation and Development Countries: An Update on Epidemiology and Prevention. J Clin Med 2019; 8:E1750. [PMID: 31640253 PMCID: PMC6832148 DOI: 10.3390/jcm8101750] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 10/07/2019] [Accepted: 10/18/2019] [Indexed: 02/06/2023] Open
Abstract
The term neonatal sepsis is used to describe a generalized bloodstream infection of bacterial, viral, or fungal origin which is associated with hemodynamic changes and other clinical symptoms and signs, however, there is no unified definition. There are no basic criteria regarding differentiation of early-onset sepsis (EOS) versus late-onset sepsis (LOS). Stratification used in studies on neonatal sepsis also rarely includes the general condition of the newborn according to unambiguous assessment at birth, which hampers the establishment of a clear, uniform epidemiological description of neonatal sepsis. We aim to review the published data about the epidemiology and microbiology of sepsis in Organization for Economic Cooperation and Development (OECD) countries. Data was also collected on sepsis prevention programs that can be implemented in neonatal units. The outcomes of interest were incidence or incidence density of EOS and LOS, microbiology of EOS and LOS, and data on the methodology of the research, in particular the criteria for inclusion and exclusion of newborns from the study. Pubmed, EMBASE, LILACS Embase, Scopus, and Google Scholar were used. For the preselection step, inclusion criteria included: "bloodstream infection" or "neonatal sepsis" (MesH), "very low birth weight", and "country" full-text studies, human, and English language. Exclusion criteria included: studies published in languages other than English and studies available only as an abstracts. For proper selection, inclusion criteria included: information about epidemiology or microbiology bloodstream infection (BSI), study population and case definitions, exclusion criteria, narrative reviews, commentaries, case studies, pilot studies, study protocols, pediatric studies, and only clinical data (without microbiology or epidemiology) or studies with only one etiological factor analysis. The data review indicated the lack of an unequivocal, unified definition and no unambiguous basic criteria with regard to differentiation of EOS versus LOS. Among infants <1500 g, studies reported an EOS rate from 7% to 2%. For studies using other definitions (mostly all inborn babies), the rate of EOS ranged from 1% to 3%. The LOS incidences were much more varied among countries; the highest rates were in the multicenter studies focused on very low birth weight (VLBW) infants. The main pathogens in EOS are GBS and Gram-negative bacteria in LOS. Our review data shows that LOS microbiology is very diverse and that Gram-positive cocci, especially staphylococci, predominate versus Gram-negative rods. Unfortunately, the lack of uniform, international prevention programs results in high newborn morbidity and insufficient postnatal prevention of late-onset infections.
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Affiliation(s)
- Jadwiga Wójkowska-Mach
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, 31-121 Krakow, Poland.
| | - Agnieszka Chmielarczyk
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, 31-121 Krakow, Poland.
| | - Magdalena Strus
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, 31-121 Krakow, Poland.
| | - Ryszard Lauterbach
- Neonatology Clinic, University Hospital, Jagiellonian University Medical College, 31-121 Kraków, Poland.
| | - Piotr Heczko
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, 31-121 Krakow, Poland.
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Shirani K, Mostafavizadeh K, Ataei B, Akhani K. Colonization with hospital flora and its associated risk factors in neonates hospitalized in neonatal ward of a teaching center in Isfahan, Iran. JOURNAL OF RESEARCH IN MEDICAL SCIENCES : THE OFFICIAL JOURNAL OF ISFAHAN UNIVERSITY OF MEDICAL SCIENCES 2018; 23:5. [PMID: 29456562 PMCID: PMC5813292 DOI: 10.4103/jrms.jrms_860_16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/07/2016] [Revised: 04/12/2017] [Accepted: 10/25/2017] [Indexed: 11/04/2022]
Abstract
BACKGROUND Due to the high incidence and prevalence of infection in neonatal ward, especially Neonatal Intensive Care Units (NICUs) reported by different studies and the important role of colonization with hospital germs in the development of nosocomial infections, we intended to evaluate the risk of colonization with hospital germs in neonates and its associated risk factors. MATERIALS AND METHODS This cross-sectional, descriptive-analytical study was conducted in 2016 in a Teaching Center in Iran. In total, 51 neonates were selected based on the inclusion criteria, and after recording their information in a checklist, samples were taken by swab from outer ear, axilla, and groin for culture. Neonates with negative culture from mentioned regions were enrolled in the study. The swab samples again were taken and sent for culture from mentioned regions in at least 3 days after hospitalization. Culture results from first and second sampling were collected and analyzed statistically. RESULTS This study was conducted on 51 neonates. The mean gestational age among the neonates ranged from 35.25 (Week) ± 2.98. 22 girls (43.1%) and 29 boys (56.9%), most of them were born by cesarean. Based on the results of logistic regression, a significant association was found between the occurrence of colonization of hospital flora and the place hospitalization of the newborns (odds ratio (OR): 4.750; 95% confidence interval (CI): 1.26-17.85). CONCLUSION This study revealed that the only risk factors of colonization with hospital flora in neonates are the type of delivery and place of hospitalization. Based on findings of the study, it is recommended to focus on efforts in increasing the rate of natural birth as well as improving conditions of infection control in NICUs to reduce the number of incidences of colonization with hospital flora in neonates.
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Affiliation(s)
- Kiana Shirani
- Nosocomial Infection Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Kamyar Mostafavizadeh
- Department of Medical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Behrouz Ataei
- Department of Medical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Khatere Akhani
- Department of Medical Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
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Różańska A, Wójkowska-Mach J, Adamski P, Borszewska-Kornacka M, Gulczyńska E, Nowiczewski M, Helwich E, Kordek A, Pawlik D, Bulanda M. Antibiotic consumption in laboratory confirmed vs. non-confirmed bloodstream infections among very low birth weight neonates in Poland. Ann Clin Microbiol Antimicrob 2017; 16:20. [PMID: 28359268 PMCID: PMC5374675 DOI: 10.1186/s12941-017-0196-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2016] [Accepted: 03/23/2017] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Newborns are a population in which antibiotic consumption is extremely high. Targeted antibiotic therapy should help to reduce antibiotics consumption. The aim of this study was an assessment of antibiotic usage in bloodstream infections treatment in the Polish Neonatology Surveillance Network (PNSN) and determining the possibility of applying this kind of data in infection control, especially for the evaluation of standard methods of microbiological diagnostics. METHODS Data were collected between 01.01.2009 and 31.12.2013 in five teaching NICUs from the PNSN. The duration of treatment in days (DOT) and the defined daily doses (DDD) were used for the assessment of antibiotics consumption. RESULTS The median DOT for a single case of BSI amounted to 8.0 days; whereas the median consumption expressed in DDD was 0.130. In the case of laboratory confirmed BSI, median DOT was 8 days, and consumption-0.120 DDD. Median length of therapy was shorter for unconfirmed cases: 7 days, while the consumption of antibiotics was higher-0.140 DDD (p < 0.0001). High consumption of glycopeptides expressed in DOTs was observed in studied population, taking into account etiology of infection. CONCLUSIONS Even application of classical methods of microbiological diagnostics significantly reduces the consumption of antibiotics expressed by DDD. However, the high consumption of glycopeptides indicates the necessity of applying rapid diagnostic assays. Nevertheless, the assessment of antibiotic consumption in neonatal units represents a methodological challenge and requires the use of different measurement tools.
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Affiliation(s)
- A. Różańska
- Chair of Microbiology, Jagiellonian University Medical College, 18 Czysta Street, 31-121 Krakow, Poland
| | - J. Wójkowska-Mach
- Chair of Microbiology, Jagiellonian University Medical College, 18 Czysta Street, 31-121 Krakow, Poland
| | - P. Adamski
- Institute of Nature Conservation Polish Academy of Sciences, Krakow, Poland
| | - M. Borszewska-Kornacka
- Clinic of Neonatology and Intensive Neonatal Care, Warsaw Medical University, Warsaw, Poland
| | - E. Gulczyńska
- Clinic of Neonatology, Polish Mother’s Memorial Hospital-Research Institute, Lodz, Poland
| | - M. Nowiczewski
- Clinic of Neonatology, Polish Mother’s Memorial Hospital-Research Institute, Lodz, Poland
| | - E. Helwich
- Clinic of Neonatology and Intensive Neonatal Care, Institute of Mother and Child, Warsaw, Poland
| | - A. Kordek
- Department of Neonatal Diseases, Pomeranian Medical University, Szczecin, Poland
| | - D. Pawlik
- Clinic of Neonatology, Jagiellonian University Medical College, Krakow, Poland
| | - M. Bulanda
- Chair of Microbiology, Jagiellonian University Medical College, 18 Czysta Street, 31-121 Krakow, Poland
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Tzeng IS, Liu SH, Chiou YT, Huang CH, Lee CJ, Chien CY, Hsu SC, Weng YM, Chen KF, Chen JC. Predicting emergency departments visit rates from septicemia in Taiwan using an age-period-cohort model, 1998 to 2012. Medicine (Baltimore) 2016; 95:e5598. [PMID: 27977595 PMCID: PMC5268041 DOI: 10.1097/md.0000000000005598] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The aim of this study was to determine the age-period-cohort (APC) effects on the rate of infection-related emergency department (ED) visits from septicemia for predicting the same in recent periods.In our study, we investigated the longitudinal trends in septicemia-related visit rates. Using an APC model to decompose the septicemia visit rates into the effects of age, time period, and cohort, and examine whether their effects varied by sex.The septicemia ED visit rate was classified as the International Classification of Disease Code 038 by primary and secondary diagnosis between 1998 and 2012.In both males and females, the visit rate of septicemia showed an increase from 2003 through 2012. An increase in septicemia visit rate after 2003 was observed in all age groups. An APC model indicated a reversal increasing period effect, which increased prominently from 2003 to 2012 in both males and females. The age effect showed an increasing trend. The cohort effect tended to show a slight oscillation from 1913 to 1988. With reference to the prediction of the logarithms of the age-specific 5-year visit rates, we observed that the younger cohorts exhibited a slightly increasing trend, as compared to the older cohorts.The period effect can explain the increase in septicemia visit rates, suggesting the role of screening for septicemia. Furthermore, it is well known that aging is a relevant risk variable for infectious diseases. The present study concludes that the aged population exhibited a strong increasing future trend for septicemia-related ED visit rates.
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Affiliation(s)
- I-Shiang Tzeng
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei
| | - Su-Hsun Liu
- College of Medicine, Chang Gung University, Taoyuan
- Department of Family Medicine, Chang Gung Memorial Hospital, Linkou
| | - Yu Ting Chiou
- New Taipei City Limited Liability Indigenous People of Labor Cooperation
| | | | - Cheng-Jung Lee
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Taipei
| | - Cheng-Yu Chien
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Linkou
| | - Shou-Chien Hsu
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Keelung
| | - Yi-Ming Weng
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Linkou
| | - Kuan-Fu Chen
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Keelung
- Clinical Informatics and Medical Statistics Research Center, Chang Gung University, Taoyuan
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Jih-Chang Chen
- College of Medicine, Chang Gung University, Taoyuan
- Department of Emergency Medicine, Chang Gung Memorial Hospital, Linkou
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14
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Verstraete EH, Mahieu L, De Coen K, Vogelaers D, Blot S. Impact of healthcare-associated sepsis on mortality in critically ill infants. Eur J Pediatr 2016; 175:943-52. [PMID: 27118596 DOI: 10.1007/s00431-016-2726-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2015] [Revised: 03/30/2016] [Accepted: 04/18/2016] [Indexed: 12/15/2022]
Abstract
UNLABELLED Healthcare-associated sepsis (HAS) is a life-threatening complication in neonatal intensive care. Research into the impact of HAS on mortality adjusted for comorbidities is however limited. We conducted a historical cohort study to evaluate impact of HAS on mortality stratified by birth weight and risk factors for mortality in the HAS cohort. HAS was defined according to the National Institute of Child Health and Human Development criteria. Logistic regression was used to calculate adjusted odds of mortality. Of 5134 admissions, 342 infants developed HAS (6.7 %). Mortality in the total and HAS cohort was 5.6 and 10.5 %, respectively. The majority of HAS was caused by commensals (HAS-COM, 59.4 %) and 40.6 % by recognized pathogens (HAS-REC). Adjusted for comorbidities, "HAS-REC" is only a risk factor for mortality in newborns >1500 g (adjusted odds ratio [aOR] 2.3, confidence interval [CI] 1.1-4.9). Post-hoc analysis identified HAS-REC as an independent risk factor for mortality in infants with gastrointestinal disease (aOR 4.8, CI 2.1-10.8). "Renal insufficiency," "focal intestinal perforation," and "necrotizing enterocolitis" are independent risk factors for mortality in the HAS cohort (aOR 13.5, CI 4.9-36.6; aOR 7.7, CI 1.5-39.2; aOR 2.1, CI 1.0-4.7, respectively). CONCLUSION For very low birth weight infants (≤1500 g), several comorbidities overrule the impact of HAS on mortality. After adjustment for comorbidities, HAS-REC independently predicts in-hospital mortality in heavier infants and in those with gastrointestinal disease. WHAT IS KNOWN • The relationship between healthcare-associated sepsis and mortality is influenced by the causative pathogen and is confounded by comorbidities. • Research on impact of healthcare-associated sepsis on mortality adjusted for comorbidities is limited as well as research on independent risk factors for mortality in neonates with sepsis. What is New: • We included a large list of comorbidities and stratified risk by birth weight in order to assess the true effect of healthcare-associated sepsis on mortality. • Risk for mortality was calculated for commensal flora and for recognized pathogens as causative micro-organisms.
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Affiliation(s)
| | - Ludo Mahieu
- Department of Neonatal Medicine, Antwerp University Hospital, Antwerp, Belgium.,Department of Pediatrics, University of Antwerp, Antwerp, Belgium
| | - Kris De Coen
- Department of Neonatal Medicine, Ghent University Hospital, Ghent, Belgium
| | - Dirk Vogelaers
- Department of Internal Medicine, Ghent University, Ghent, Belgium.,Department of General Internal Medicine, Infectious Diseases and Psychosomatic Disorders, Ghent University Hospital, Ghent, Belgium
| | - Stijn Blot
- Department of Internal Medicine, Ghent University, Ghent, Belgium.,Burns, Trauma and Critical Care Research Centre, The University of Queensland, Brisbane, Australia
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15
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Conner JM, Aviles-Robles MJ, Asdahl PH, Zhang FF, Ojha RP. Malnourishment and length of hospital stay among paediatric cancer patients with febrile neutropaenia: a developing country perspective. BMJ Support Palliat Care 2016; 6:338-43. [PMID: 27267224 DOI: 10.1136/bmjspcare-2015-001020] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 05/10/2016] [Indexed: 01/26/2023]
Abstract
OBJECTIVES The prevalence of malnourishment among paediatric cancer patients undergoing chemotherapy in developing countries is poorly documented despite greater potential for malnourishment in such settings. We aimed to estimate the prevalence of malnourishment among paediatric cancer patients in Mexico City, and assess the association between malnourishment and length of hospital stay. METHODS Individuals eligible for this study were paediatric cancer patients (aged <18 years) admitted to Hospital Infantil de Mexico Federico Gomez (Mexico City) with febrile neutropaenia. Our exposure of interest, malnourishment, was defined as an age-adjusted and sex-adjusted z-score<-2 (ie, 2 SDs below the expected mean of the WHO reference population). We estimated time ratios (TRs) and 95% confidence limits (CLs) for the association between malnourishment and length of hospital stay. RESULTS Our study population comprised 111 paediatric cancer patients with febrile neutropaenia, of whom 71% were aged <10 years and 52% were males. The prevalence of malnourishment was 14%, equal to a 530% (standardised morbidity ratio=6.3; 95% CL 3.7, 10) excess of malnourishment compared with the world reference population. The median length of hospital stay for malnourished patients was 15 days, which corresponded with a 50% (TR=1.5, 95% CL 1.0, 2.3) relative increase in length of stay compared with patients who were not malnourished. Patients with body mass indices equal to the mean of the world reference population had the shortest length of stay. CONCLUSIONS Future studies should explore potential interventions for malnourishment to reduce the length of hospital stay or other established adverse consequences of malnourishment.
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Affiliation(s)
- J Michael Conner
- Department of Public Health, University of Southern Mississippi, Hattiesburg, Mississippi, USA
| | - Martha J Aviles-Robles
- Department of Infectious Diseases, Hospital Infantil de Mexico Federico Gomez, Mexico City, Mexico
| | - Peter H Asdahl
- Department of Pediatrics, Aarhus University Hospital, Aarhus, Denmark
| | - Fang Fang Zhang
- Department of Nutrition Sciences, Friedman School of Nutrition and Policy, Tufts University, Boston, Massachusetts, USA Jean Mayer United States Department of Agriculture Human Nutrition Research on Aging, Tufts University, Boston, Massachusetts, USA
| | - Rohit P Ojha
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
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