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Binny R, Kotsanas D, Buttery J, Korman T, Tan K. Is neutrophil to lymphocyte ratio an accurate predictor of neonatal sepsis in premature infants? Early Hum Dev 2025; 200:106147. [PMID: 39577209 DOI: 10.1016/j.earlhumdev.2024.106147] [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: 09/17/2024] [Revised: 11/03/2024] [Accepted: 11/04/2024] [Indexed: 11/24/2024]
Abstract
BACKGROUND Sepsis is a significant cause of neonatal mortality. Both clinical and laboratory markers are often non- specific, and a blood culture contaminant may confuse management of the infant. This study aims to use an existing, inexpensive test, the neutrophil-to-lymphocyte ratio (NLR), to predict culture positivity and thus optimise antibiotic management. METHODS Data on infants born ≤32 weeks gestation from 2015 to 2020 who were treated for sepsis were analyzed. Episodes were categorised based on culture positivity: i) positive with known pathogens, ii) true positive with coagulase-negative staphylococci (CoNS), iii) false positive with CoNS contaminants, iv) positive with other contaminants, and v) negative culture. NLR was compared with late C-reactive protein (CRP) and immature-to-total neutrophil ratio (ITR). Receiver operating curve (ROC) analysis was performed in this study. A cut- off value of 1.2 was chosen for NLR to detect culture. RESULTS A total of 2024 infants were included in the study, with no significant differences in demographics between groups. Infants with positive blood cultures of known pathogens had higher median NLR of 1.44 compared with those with contaminants (0.75) or negative cultures (0.84). A NLR cut-off value of 1.2 gave a sensitivity of 65.7 % and specificity of 63.7 %.The area under the curve (AUC) for NLR, late CRP and ITR were 0.71, 0.64 and 0.57 respectively. Combining NLR with late CRP would increase the AUC to 0.78 (95 % C·I 0.75-0.82, p < 0.01), whereas the addition of ITR to NLR and late CRP would not improve this. In a secondary analysis, between true and contaminant CoNS positivity, NLR and ITR could not be used to differentiate between these groups (p < 0.05 and 0.33), but late CRP could (p < 0.01). CONCLUSIONS Clinicians should consider the use of NLR as an adjunct biomarker to late CRP in detecting culture positive sepsis in premature neonates. The use of ITR does not improve diagnostic accuracy for sepsis.
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Affiliation(s)
- Rachel Binny
- Monash Newborn, Monash Children's Hospital, Melbourne, Australia
| | - Despina Kotsanas
- Department of Monash Infectious Disease, Monash Health, Melbourne, Australia
| | - Jim Buttery
- Department of Monash Infectious Disease, Monash Health, Melbourne, Australia; Department of Paediatrics, Monash University, Melbourne, Australia
| | - Tony Korman
- Department of Monash Infectious Disease, Monash Health, Melbourne, Australia
| | - Kenneth Tan
- Monash Newborn, Monash Children's Hospital, Melbourne, Australia; Department of Paediatrics, Monash University, Melbourne, Australia.
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Lu Z, Tang Y, Chen H, Liu F, Liu M, Fu L, Wang X, Li M, Yu W, Sun Y. Identification and Functional Analysis of PANoptosis-Associated Genes in the Progression From Sepsis to ARDS. Immun Inflamm Dis 2025; 13:e70136. [PMID: 39854144 PMCID: PMC11760491 DOI: 10.1002/iid3.70136] [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: 05/21/2024] [Revised: 11/07/2024] [Accepted: 01/10/2025] [Indexed: 01/26/2025] Open
Abstract
BACKGROUND Sepsis and acute respiratory distress syndrome (ARDS) are common inflammatory conditions in intensive care, with ARDS significantly increasing mortality in septic patients. PANoptosis, a newly discovered form of programmed cell death involving multiple cell death pathways, plays a critical role in inflammatory diseases. This study aims to elucidate the PANoptosis-related genes (PRGs) and their involvement in the progression of sepsis to ARDS. METHODS This study analyzed differentially expressed genes (DEGs) associated with PRGs to explore their role in the progression of immune disorders from sepsis to septic ARDS. A diagnostic prediction model was constructed based on key PRGs identified through bioinformatics analysis. Functional enrichment analyses were conducted to determine pathway involvement, and correlations with immune cells were assessed. Mendelian randomization analysis was applied to investigate potential causal links between specific PRGs and ARDS. Immunohistochemical analysis was used to evaluate PRG expression in lung tissue. RESULTS The prediction model effectively distinguished septic ARDS patients from those with sepsis. NDRG1 expression was elevated in ARDS, while DDX3X, PTPRC, and TNFSF8 were downregulated. NDRG1 showed a positive correlation with activated dendritic cells, whereas DDX3X, PTPRC, and TNFSF8 were positively associated with neutrophils and negatively correlated with CD56bright NK cells. Functional enrichment analysis highlighted spliceosome function, MAPK signaling, endocytosis, and antigen processing pathways as significantly associated with these PRGs. Mendelian randomization suggested a causal link between NDRG1 and ARDS, and immunohistochemical analysis revealed its predominant expression near vascular walls. In a mouse model of sepsis, suppression of NDRG1 alleviated lung injury. CONCLUSION PANoptosis may contribute to immune dysregulation in sepsis-associated ARDS. NDRG1 is identified as a potential therapeutic target, offering new avenues for mitigating ARDS progression and improving patient outcomes.
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Affiliation(s)
- Zhong‐Hua Lu
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Yan Tang
- Department of Rehabilitation MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Hu Chen
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Feng Liu
- Department of Critical Care MedicineThe First Affiliated Hospital of Chongqing Medical UniversityChongqing CityChina
| | - Mei Liu
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Lu Fu
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Xian‐Kai Wang
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Ming‐Juan Li
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Wei‐Li Yu
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
| | - Yun Sun
- The First Department of Critical Care MedicineThe Second Affiliated Hospital of Anhui Medical UniversityHefeiAnhuiChina
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Cayir Koc TN, Kahvecioglu D, Cetinkaya AK, Oktem A, Tas M, Dogan H, Senes M. Soluble TREM-1 is not a useful biomarker in the diagnosis of early-onset neonatal sepsis. Future Microbiol 2024; 19:1489-1496. [PMID: 39382003 PMCID: PMC11492702 DOI: 10.1080/17460913.2024.2406654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 09/17/2024] [Indexed: 10/10/2024] Open
Abstract
Aim: Sepsis remains a significant cause of morbidity and mortality in neonates. We aimed to investigate the use and reliability of the soluble triggering receptor expressed on myeloid cells (sTREM-1) biomarker for suspected early onset of neonatal sepsis (EONS).Materials & methods: 52 patients with suspected EONS and 30 healthy newborns were analyzed for sTREM-1 and other biomarkers.Results: It revealed that elevated levels of C-reactive protein (CRP), neutrophil (%), red cell distribution width (RDW), neutrophil/lymphocyte ratio (NLR) and lactate, as well as decreased lymphocyte (%) were statistically significant for EONS. However, there was no statistically significant difference in sTREM-1 levels between the groups.Conclusion: Although no significant difference in sTREM-1 levels was found between the groups, further research involving repeated measurements and larger sample sizes is necessary to evaluate its practical utility in clinical settings.
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Affiliation(s)
- Tugce Nur Cayir Koc
- Department of Pediatrics, Ankara Training & Research Hospital, Ankara, Turkey
| | - Dilek Kahvecioglu
- Department of Neonatology, Ankara Training & Research Hospital, Ankara, Turkey
| | | | - Ahmet Oktem
- Department of Neonatology, Ankara Training & Research Hospital, Ankara, Turkey
| | - Melda Tas
- Department of Neonatology, Ankara Training & Research Hospital, Ankara, Turkey
| | - Hacer Dogan
- Department of Biochemistry, Ankara Training & Research Hospital, Ankara, Turkey
| | - Mehmet Senes
- Department of Biochemistry, Ankara Training & Research Hospital, Ankara, Turkey
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Regassa DA, Nagaash RS, Habtu BF, Haile WB. Diagnostic significance of complete blood cell count and hemogram-derived markers for neonatal sepsis at Southwest Public Hospitals, Ethiopia. World J Clin Pediatr 2024; 13:92392. [PMID: 38947992 PMCID: PMC11212765 DOI: 10.5409/wjcp.v13.i2.92392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 02/11/2024] [Accepted: 04/12/2024] [Indexed: 06/07/2024] Open
Abstract
BACKGROUND Neonatal sepsis is defined as an infection-related condition characterized by signs and symptoms of bacteremia within the first month of life. It is the leading cause of mortality and morbidity among newborns. While several studies have been conducted in other parts of world to assess the usefulness of complete blood count parameters and hemogram-derived markers as early screening tools for neonatal sepsis, the associations between sepsis and its complications with these blood parameters are still being investigated in our setting and are not yet part of routine practice. AIM To evaluate the diagnostic significance of complete blood cell count hemogram-derived novel markers for neonatal sepsis among neonates attending public hospitals in the southwest region of Oromia, Ethiopia, through a case control study. METHODS A case control study was conducted from October 2021 to October 2023 Sociodemographic, clinical history, and laboratory test results data were collected using structured questionnaires. The collected data were entered into Epi-data 3.1 version and exported to SPSS-25 for analysis. Chi-square, independent sample t-test, and receiver operator characteristics curve of curve were used for analysis. A P-value of less than 0.05 was considered statistically significant. RESULTS In this study, significant increases were observed in the following values in the case group compared to the control group: In white blood cell (WBC) count, neutrophils, monocyte, mean platelet volume (MPV), neutrophils to lymphocyte ratio, monocyte to lymphocyte ratio (MLR), red blood cell width to platelet count ratio (RPR), red blood width coefficient variation, MPV to RPR, and platelet to lymphocyte ratio. Regarding MLR, a cut-off value of ≥ 0.26 was found, with a sensitivity of 68%, a specificity of 95%, a positive predictive value (PPV) of 93.2%, and a negative predictive value (NPV) of 74.8%. The area under the curve (AUC) was 0.828 (P < 0.001). For WBC, a cut-off value of ≥ 11.42 was identified, with a sensitivity of 55%, a specificity of 89%, a PPV of 83.3%, and a NPV of 66.4%. The AUC was 0.81 (P < 0.001). Neutrophils had a sensitivity of 67%, a specificity of 81%, a PPV of 77.9%, and a NPV of 71.1%. The AUC was 0.801, with a cut-off value of ≥ 6.76 (P = 0.001). These results indicate that they were excellent predictors of neonatal sepsis diagnosis. CONCLUSION The findings of our study suggest that certain hematological parameters and hemogram-derived markers may have a potential role in the diagnosis of neonatal sepsis.
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Affiliation(s)
- Dereje Abebe Regassa
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Rahel Shumi Nagaash
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Bisirat Fikadu Habtu
- Department of Medical Laboratory Sciences, Wolkite University, Wolkite 11330, Ethiopia
| | - Woyesa Beyene Haile
- Department of Medical Laboratory Sciences, Dire Dawa University, Dire Dawa 3000, Ethiopia
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Chen J, Yasrebinia S, Ghaedi A, Khanzadeh M, Quintin S, Dagra A, Peart R, Lucke-Wold B, Khanzadeh S. Meta-analysis of the role of neutrophil to lymphocyte ratio in neonatal sepsis. BMC Infect Dis 2023; 23:837. [PMID: 38012554 PMCID: PMC10683320 DOI: 10.1186/s12879-023-08800-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 11/07/2023] [Indexed: 11/29/2023] Open
Abstract
INTRODUCTION The neutrophil to lymphocyte ratio (NLR), an inflammatory biomarker, measures innate-adaptive immune system balance. In this systematic review and meta-analysis, we aim to analyze the current literature to evaluate the diagnostic role of NLR in neonatal sepsis. METHODS PubMed, Web of Science, and Scopus were used to conduct a systematic search for relevant publications published before May 14, 2022. RESULTS Thirty studies, including 2328 neonates with sepsis and 1800 neonates in the control group, were included in our meta-analysis. The results indicated that NLR is higher in neonates with sepsis compared to healthy controls (SMD = 1.81, 95% CI = 1.14-2.48, P-value < 0.001) in either prospective (SMD = 2.38, 95% CI = 1.40-3.35, P-value < 0.001) or retrospective studies (SMD = 0.87, 95% CI = 0.63-1.12, P-value < 0.001) with a pooled sensitivity of 79% (95% CI = 62-90%), and a pooled specificity of 91% (95% CI = 73-97%). Also, we found that NLR is higher in neonates with sepsis compared to those who were suspected of sepsis but eventually had negative blood cultures (SMD =1.99, 95% CI = 0.76-3.22, P-value = 0.002) with a pooled sensitivity of 0.79% (95% CI = 0.69-0.86%), and a pooled specificity of 73% (95% CI = 54-85%). In addition, neonates with sepsis had elevated levels of NLR compared to other ICU admitted neonates (SMD = 0.73, 95% CI = 0.63-0.84, P < 0.001). The pooled sensitivity was 0.65 (95% CI, 0.55-0.80), and the pooled specificity was 0.80 (95% CI, 0.68-0.88). CONCLUSION Our findings support NLR as a promising biomarker that can be readily integrated into clinical settings to aid in diagnosing neonatal sepsis. As evidenced by our results, restoring balance to the innate and adaptive immune system may serve as attractive therapeutic targets. Theoretically, a reduction in NLR values could be used to measure therapeutic efficacy, reflecting the restoration of balance within these systems.
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Affiliation(s)
- Jingyang Chen
- The First Clinical Medical College of Fujian Medical University, Fuzhou, Fujian Province, China
| | | | - Arshin Ghaedi
- Student Research Committee, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Trauma Research Center, Shahid Rajaee (Emtiaz) Trauma Hospital, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Monireh Khanzadeh
- Geriatric & Gerontology Department, Medical School, Tehran University of Medical and Health Sciences, Tehran, Iran
| | - Stephan Quintin
- Department of Neurosurgery, University of Florida, Gainesville, FL, 32610, USA
| | - Abeer Dagra
- Department of Neurosurgery, University of Florida, Gainesville, FL, 32610, USA
| | - Rodeania Peart
- Department of Neurosurgery, University of Florida, Gainesville, FL, 32610, USA
| | - Brandon Lucke-Wold
- Department of Neurosurgery, University of Florida, Gainesville, FL, 32610, USA
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Domnicu AE, Boia ER, Mogoi M, Manea AM, Marcovici TM, Mărginean O, Boia M. The Neutrophil-to-Lymphocyte Ratio (NLR) Can Predict Sepsis's Presence and Severity in Malnourished Infants-A Single Center Experience. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1616. [PMID: 37892278 PMCID: PMC10605152 DOI: 10.3390/children10101616] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 09/27/2023] [Accepted: 09/27/2023] [Indexed: 10/29/2023]
Abstract
Sepsis represents one of the leading causes of death in newborns and infants, and prompt diagnosis is essential for achieving favorable outcomes. Regarding malnourished children with concurrent infection, most studies have focused, besides blood culture, on C-reactive protein and procalcitonin. Because malnutrition has a deleterious effect on cellular immune competence, the present study characterized the acute-phase response, including hematological indices, in response to sepsis. Among the examined laboratory biomarkers, procalcitonin and neutrophil-to-lymphocyte ratio were the most accurate discriminators between sepsis patients and those with bacterial infection. Moreover, these two parameters showed a gradual increase between sepsis, severe sepsis, and septic shock patients (p < 0.001). Subgroup analysis of the sepsis group revealed positive correlations of NLR with prolonged ICU stay (<0.001), acute organ dysfunction (0.038), mechanical ventilation (<0.001), and fatality (<0.001). In summary, our results suggest that the neutrophil-to-lymphocyte ratio can be used as an auxiliary diagnostic index in discriminating the presence and severity of bacterial sepsis in malnourished infants.
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Affiliation(s)
- Alina Emilia Domnicu
- Ph.D. School Department, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania;
- Clinical Section I Pediatrics—Nutritional Recovery, Children’s Emergency Hospital ‘Louis Turcanu’, 300011 Timisoara, Romania;
| | - Eugen Radu Boia
- Department IX Surgery I, Discipline ENT, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania
- ENT Department, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania
| | - Mirela Mogoi
- Pediatric Department, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania;
| | - Aniko-Maria Manea
- Neonatology and Puericulture Department, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania; (A.-M.M.); (M.B.)
- Neonatology and Preterm Department, Children’s Emergency Hospital ‘Louis Turcanu’, 300011 Timisoara, Romania
| | - Tamara Marcela Marcovici
- Clinical Section I Pediatrics—Nutritional Recovery, Children’s Emergency Hospital ‘Louis Turcanu’, 300011 Timisoara, Romania;
- Department XI Pediatrics, Discipline I Pediatrics, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania;
| | - Otilia Mărginean
- Department XI Pediatrics, Discipline I Pediatrics, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania;
- Department of Pediatrics I, Children’s Emergency Hospital ‘Louis Turcanu’, 300011 Timisoara, Romania
- Department XI Pediatrics, Discipline I Pediatrics, Disturbances of Growth and Development in Children—BELIVE, 300011 Timisoara, Romania
| | - Marioara Boia
- Neonatology and Puericulture Department, ‘Victor Babeş’ University of Medicine and Pharmacy of Timisoara, 300041 Timisoara, Romania; (A.-M.M.); (M.B.)
- Neonatology and Preterm Department, Children’s Emergency Hospital ‘Louis Turcanu’, 300011 Timisoara, Romania
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Bai L, Gong P, Jia X, Zhang X, Li X, Zhang Y, Zhou H, Kang Y. Comparison of neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio for the diagnosis of neonatal sepsis: a systematic review and meta-analysis. BMC Pediatr 2023; 23:334. [PMID: 37391699 PMCID: PMC10311819 DOI: 10.1186/s12887-023-04094-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 05/25/2023] [Indexed: 07/02/2023] Open
Abstract
PURPOSE To compare the performance of Neutrophil-to-Lymphocyte Ratio (NLR) with that of Platelet-to-Lymphocyte Ratio (PLR) in diagnosing neonatal sepsis (NS). METHODS PubMed and Embase were searched for relevant studies from the inception of the databases to May, 2022. The pooled sensitivity (SEN), specificity (SPE), and area under the receiver operator characteristic curve (AUC) were measured. RESULTS Thirteen studies involving 2610 participants were included. The SEN, SPE, and AUC of NLR were 0.76 (95%CI: 0.61-0.87), 0.82 (95%CI: 0.68-0.91), and 0.86 (95%CI: 0.83-0.89), respectively, and those of PLR were 0.82 (95%CI: 0.63-0.92), 0.80 (95%CI: 0.24-0.98), and 0.87 (95%CI: 0.83-0.89), respectively. Significant heterogeneity was observed among the studies. Subgroup analysis and meta-regression showed that types of sepsis (p = 0.01 for SEN), gold standard (p = 0.03 for SPE), and pre-set threshold (p<0.05 for SPE) might be the sources of heterogeneity for NLR, whereas the pre-set threshold (p<0.05 for SPE) might be the source of heterogeneity for PLR. CONCLUSIONS NLR and PLR would be of great accuracy for the diagnosis of NS, and the two indicators have similar diagnostic performance. However, the overall risk of bias was high, and significant heterogeneity was identified among the included studies. The results of this study should be interpreted prudently, and the normal or cut-off values and the type of sepsis should be considered. More prospective studies are needed to further support the clinical application of these findings.
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Affiliation(s)
- Lixia Bai
- Department of Shanxi Children's Hospital (Shanxi Maternal and Child Health Hospital), Medical Services Section, Taiyuan, China.
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China.
| | - Peihui Gong
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Xiaoyun Jia
- Department of Cadre Health Care Management, Second Hospital of Shanxi Medical University, Taiyuan, China
| | - Xinhua Zhang
- Department of Shanxi Children's Hospital (Shanxi Maternal and Child Health Hospital), Neonatal Pediatrics, Taiyuan, China
| | - Xiuhui Li
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Yueqin Zhang
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Hao Zhou
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Yanan Kang
- Department of Epidemiology, School of Public Health, Shanxi Medical University, Taiyuan, China
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Yılmaz Oztorun Z. Evaluation of Haematological Parameters and Uric Acid in the Diagnosis of Late Onset Neonatal Sepsis. Cureus 2023; 15:e39691. [PMID: 37398776 PMCID: PMC10308802 DOI: 10.7759/cureus.39691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/29/2023] [Indexed: 07/04/2023] Open
Abstract
Introduction A number of parameters studied in a whole blood count can be helpful in the diagnosis of neonatal sepsis. The platelet/lymphocyte ratio (PLR) is a systemic inflammatory marker in early sepsis and has been used as a diagnostic indicator in cardiovascular events and cancer. Being one of the major antioxidants in human biological fluids, serum uric acid is responsible for neutralising free radicals. The red cell distribution width/platelet ratio (RPR) is a diagnostic marker in adult inflammatory diseases. The objective of our study is to investigate the relationship of late neonatal sepsis with whole blood count parameters and serum uric acid levels. Materials and methods Newborns older than postnatal three days who had clinical and laboratory findings of sepsis were included in the study. The study included 140 newborns who were divided into three groups, 53 in the culture-proven late sepsis group, 47 in the clinical sepsis group, and 40 in the healthy control group. The whole blood count parameters and serum uric acid levels were examined in both the clinical sepsis and proven sepsis patients at the time when they were diagnosed with sepsis. Results The birth week was significantly lower in the evidenced and clinical sepsis patients compared to the healthy control group. Development of late sepsis was significantly higher in the male gender than in healthy controls. Serum uric acid levels were significantly higher in proven or clinical sepsis than in healthy controls. The level of serum uric acid (3.77±1.6) in proven sepsis was significantly higher than the control group (2.83±1.1). The uric acid level had an area under the curve (AUC) 0.552-0.717, 35% sensitivity, 95% specificity, 94.6% positive predictive value (PPV), and 36.9% negative predictive value (NPV) in the diagnosis of proven and clinical late sepsis. Neutrophil/lymphocyte ratio (NLR) was significantly higher in proven sepsis than in healthy newborns and was higher in the clinical sepsis group than in the proven sepsis group (p: 0.002). While the mean eosinophil value was 618.5±472.1 in proven sepsis, it was 549.3±294.9 in the control group and there was a statistically significant difference between the two groups (p: 0.036). Conclusion In late-onset neonatal sepsis, the NLR level was higher, and the eosinophil level was lower in the clinical sepsis patients than in healthy newborns. We believe that a higher level of serum uric acid in sepsis is effective in the early diagnosis of patients who also had other clinical findings of sepsis.
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Niemantsverdriet MSA, de Hond TAP, Hoefer IE, van Solinge WW, Bellomo D, Oosterheert JJ, Kaasjager KAH, Haitjema S. A machine learning approach using endpoint adjudication committee labels for the identification of sepsis predictors at the emergency department. BMC Emerg Med 2022; 22:208. [PMID: 36550392 PMCID: PMC9784058 DOI: 10.1186/s12873-022-00764-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 12/06/2022] [Indexed: 12/24/2022] Open
Abstract
Accurate sepsis diagnosis is paramount for treatment decisions, especially at the emergency department (ED). To improve diagnosis, clinical decision support (CDS) tools are being developed with machine learning (ML) algorithms, using a wide range of variable groups. ML models can find patterns in Electronic Health Record (EHR) data that are unseen by the human eye. A prerequisite for a good model is the use of high-quality labels. Sepsis gold-standard labels are hard to define due to a lack of reliable diagnostic tools for sepsis at the ED. Therefore, standard clinical tools, such as clinical prediction scores (e.g. modified early warning score and quick sequential organ failure assessment), and claims-based methods (e.g. ICD-10) are used to generate suboptimal labels. As a consequence, models trained with these "silver" labels result in ill-trained models. In this study, we trained ML models for sepsis diagnosis at the ED with labels of 375 ED visits assigned by an endpoint adjudication committee (EAC) that consisted of 18 independent experts. Our objective was to evaluate which routinely measured variables show diagnostic value for sepsis. We performed univariate testing and trained multiple ML models with 95 routinely measured variables of three variable groups; demographic and vital, laboratory and advanced haematological variables. Apart from known diagnostic variables, we identified added diagnostic value for less conventional variables such as eosinophil count and platelet distribution width. In this explorative study, we show that the use of an EAC together with ML can identify new targets for future sepsis diagnosis research.
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Affiliation(s)
- Michael S. A. Niemantsverdriet
- grid.7692.a0000000090126352Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Room Number G03.551, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands ,SkylineDx, Rotterdam, The Netherlands
| | - Titus A. P. de Hond
- grid.7692.a0000000090126352Department of Internal Medicine and Acute Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Imo E. Hoefer
- grid.7692.a0000000090126352Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Room Number G03.551, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands
| | - Wouter W. van Solinge
- grid.7692.a0000000090126352Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Room Number G03.551, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands
| | | | - Jan Jelrik Oosterheert
- grid.7692.a0000000090126352Department of Internal Medicine, Infectious Diseases, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Karin A. H. Kaasjager
- grid.7692.a0000000090126352Department of Internal Medicine and Acute Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Saskia Haitjema
- grid.7692.a0000000090126352Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Room Number G03.551, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands
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Xin Y, Shao Y, Mu W, Li H, Zhou Y, Wang C. Accuracy of the neutrophil-to-lymphocyte ratio for the diagnosis of neonatal sepsis: a systematic review and meta-analysis. BMJ Open 2022; 12:e060391. [PMID: 36517090 PMCID: PMC9756154 DOI: 10.1136/bmjopen-2021-060391] [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: 12/30/2021] [Accepted: 11/12/2022] [Indexed: 12/23/2022] Open
Abstract
OBJECTIVES The purpose of this study was systematically and quantitatively to assess the value of the neutrophil-to-lymphocyte ratio (NLR) for the diagnosis of neonatal sepsis by systematic review and meta-analysis. DESIGN Systematic review and meta-analysis. METHODS Eight major databases, including The Cochrane, PubMed, Embase, Web of Science, CNKI, Wanfang, China Biomedical Literature Database and VIP Database, were systematically searched for NLR diagnoses of neonatal sepsis from inception to June 2022. Two investigators independently conducted the literature search, screening, data extraction and quality evaluation with the Quality Assessment of Diagnostic Accuracy Studies-2 checklist. Statistical analysis was performed using Review Manager V.5.3, Stata V.16.0, R (V.3.6.0) and Meta-DISC V.1.4. RESULTS A total of 14 studies comprising 1499 newborns were included in this meta-analysis. With a cut-off value ranging from 0.1 to 9.4, the pooled sensitivity of the NLR in the diagnosis of neonatal sepsis was 0.74 (95% CI: 0.61 to 0.83), the pooled specificity was 0.88 (95% CI: 0.73 to 0.95), the positive likelihood ratio (LR+) was 6.35 (95% CI: 2.6 to 15.47), the negative likelihood ratio (LR-) was 0.30 (95% CI: 0.19 to 0.46), the diagnostic OR (DOR) was 12.88 (95% CI: 4.47 to 37.08), area under the curve (AUC) was 0.87 (95% CI: 0.84 to 0.89). In the subgroup analysis of early-onset neonatal sepsis, the pooled sensitivity was 0.75 (95% CI: 0.47 to 0.91), the pooled specificity was 0.99 (95% CI: 0.88 to 1.00), the LR+ was 63.3 (95% CI: 5.7 to 696.8), the LR- was 0.26 (95% CI: 0.10 to 0.63), the DOR was 247 (95% CI: 16 to 3785) and the AUC was 0.97 (95% CI: 0.95 to 0.98). CONCLUSIONS Our findings suggest that the NLR is a helpful indicator for the diagnosis of early neonatal sepsis, but it still needs to be combined with other laboratory tests and specific clinical manifestations.
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Affiliation(s)
- Yu Xin
- Department of Critical Care Medicine, The First Affifiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
- Department of Critical Care Medicine, Harbin meidcal university cancer hospital, Harbin, Heilongjiang, China
| | - Yunshuang Shao
- Department of Cardiovascular Medicine, Qilu Hospital of Shandong University Qingdao, Qingdao, Shandong, China
| | - Wenjing Mu
- Department of Critical Care Medicine, Harbin meidcal university cancer hospital, Harbin, Heilongjiang, China
| | - Hongxu Li
- Department of Critical Care Medicine, The First Affifiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
- Department of Critical Care Medicine, Harbin meidcal university cancer hospital, Harbin, Heilongjiang, China
| | - Yuxin Zhou
- Department of Critical Care Medicine, The First Affifiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
- Department of Critical Care Medicine, Harbin meidcal university cancer hospital, Harbin, Heilongjiang, China
| | - Changsong Wang
- Department of Critical Care Medicine, The First Affifiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
- Department of Critical Care Medicine, Harbin meidcal university cancer hospital, Harbin, Heilongjiang, China
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Korkmaz İ, Tekin YK, Tekin G, Demirtaş E, Yurtbay S, Nur N. Eosinophil Cell Count Predicts Mortality in the Intensive Care Unit after Return of Spontaneous Circulation. Rambam Maimonides Med J 2022; 13:RMMJ.10458. [PMID: 35089120 PMCID: PMC8798586 DOI: 10.5041/rmmj.10458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Eosinophils constitute 1%-5% of peripheral blood leukocytes, less in the presence of acute infections (referred to as eosinopenia). Studies indicate that eosinopenia can be used as a prognostic predictor for chronic obstructive pulmonary disease exacerbation, sepsis, or acute myocardial infarction disease. There are only a few studies about predicting mortality in emergency departments and intensive care units (ICUs). Prognostic studies about patients in ICUs are generally carried out using different scoring systems. We aimed to analyze if the eosinophil count can estimate the prognosis among non-traumatic patients who underwent cardiopulmonary resuscitation and were hospitalized in ICU thereafter. METHODS The data were evaluated of 865 non-traumatic adult patients (>18 years of age) who were admitted with cardiopulmonary arrest or developed cardiopulmonary arrest during clinical follow-ups. Admission venous blood sample tests, complete blood count, and biochemical laboratory results were recorded. Arterial blood gas results were also evaluated. The mean results of the recorded laboratory results were compared between the surviving and non-surviving patients groups. RESULTS There was a significant difference between the two groups in regard to platelet, eosinophil count, pH, PaO2, SaO2, and HCO3- (P<0.001 for all). In the multiple linear regression analysis, eosinophil counts were found to be an independent factor (odds ratio=0.03, 95% confidence interval 0.33-0.56, P<0.001) associated with the mortality after cardiopulmonary resuscitation. CONCLUSION Because admission eosinophil counts can be measured easily, they are inexpensive biomarkers that can be used for predicting the prognosis among the patients who have return of spontaneous circulation and are treated in ICUs.
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Affiliation(s)
- İlhan Korkmaz
- Department of Emergency Medicine, Sivas Cumhuriyet University, Faculty of Medicine, Sivas, Turkey
| | - Yusuf Kenan Tekin
- Department of Emergency Medicine, Sivas Cumhuriyet University, Faculty of Medicine, Sivas, Turkey
- To whom correspondence should be addressed. E-mail:
| | - Gülaçan Tekin
- Department of Cardiology, Sivas Cumhuriyet University, Faculty of Medicine, Sivas, Turkey
| | - Erdal Demirtaş
- Department of Emergency Medicine, Dokuz Eylül University, Faculty of Medicine, İzmir, Turkey
| | - Sefa Yurtbay
- Department of Emergency Medicine, Sivas Cumhuriyet University, Faculty of Medicine, Sivas, Turkey
| | - Naim Nur
- Department of Family Medicine, Sivas Cumhuriyet University, Faculty of Medicine, Sivas, Turkey
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12
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Utomo MT, Sumitro KR, Etika R, Widodo ADW. Current-proven neonatal sepsis in Indonesian tertiary neonatal intensive care unit: a hematological and microbiological profile. IRANIAN JOURNAL OF MICROBIOLOGY 2021; 13:266-273. [PMID: 34540164 PMCID: PMC8416597 DOI: 10.18502/ijm.v13i3.6386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Background and Objectives: Neonatal sepsis is the third leading cause of neonatal death in the world. The patterns of pathogens causing neonatal sepsis varies in many countries. This study was aimed to identify hematological and microbiological profile of culture-proven neonatal sepsis in Indonesian tertiary neonatal intensive care unit (NICU). Materials and Methods: Hospital based cross-sectional study was conducted in all inborn neonates that were suspected sepsis neonatal over a period of six months from April to September 2019. Complete blood count, c-reactive protein (CRP) and blood culture were examined before antibiotic administration. Statistical analysis were calculated based on Chi-Square’s Test and Mann-Whitney U test and p <0.05 considered significant. Results: One hundred four inborn neonates admitted to NICU and diagnosed with suspected neonatal sepsis were recruited. Culture-proven neonatal sepsis were confirmed in 52 (50%) neonates, 13 (25%) in early-onset neonatal sepsis (EONS) and 39 (75%) in late-onset neonatal sepsis (LONS). The most common abnormal hematological profile were anemia and thrombocytopenia, with amount of 61.5% and 75%, respectively. High CRP only detected in 36.4% and only 18.5% experienced leukopenia. Gram negative bacteria responsible in 75% from total isolated pathogens. Klebsiella pneumoniae accounted for 48.1% followed by coagulase negative staphylococci (CONS) for 17.3% and Enterobacter cloacae for 11.5%. Conclusion: Anemia and thrombocytopenia were the top two hematological profile of culture-proven neonatal sepsis. Most causes of culture-proven neonatal sepsis were Gram negative bacteria and the dominant pathogen was K. pneumoniae.
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Affiliation(s)
- Martono Tri Utomo
- Department of Child Health, School of Medicine, Universitas Airlangga, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
| | - Khadijah Rizky Sumitro
- Department of Child Health, School of Medicine, Universitas Airlangga, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
| | - Risa Etika
- Department of Child Health, School of Medicine, Universitas Airlangga, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
| | - Agung Dwi Wahyu Widodo
- Department of Clinical Microbiology, School of Medicine, Universitas Airlangga, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
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Ha EK, Park JH, Lee SJ, Yon DK, Kim JH, Jee HM, Lee KS, Sung M, Kim MA, Shin YH, Han MY. Shared and unique individual risk factors and clinical biomarkers in children with allergic rhinitis and obstructive sleep apnea syndrome. CLINICAL RESPIRATORY JOURNAL 2019; 14:250-259. [PMID: 31811773 DOI: 10.1111/crj.13124] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 10/22/2019] [Accepted: 12/03/2019] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Rhinitis and obstructive sleep apnea syndrome (OSAS) are different diseases, but have some similar risk factors. OBJECTIVE The aims of this study were to compare the risk factors and clinical biomarkers for rhinitis and OSAS in children. METHODS We examined 3917 children (age 4-13 years) who were enrolled in a cross-sectional study conducted in Seongnam, Korea. Their parents completed the Pediatric Sleep Questionnaire (PSQ) for evaluation of OSAS and the International Study of Asthma and Allergies in Childhood (ISAAC) questionnaire for evaluation of rhinitis. Clinical biomarkers, including total eosinophil count and neutrophil-lymphocyte ratio (NLR), were measured in a subset of these children. RESULTS OSAS and rhinitis had prevalences of 4.0% and 43.5%, respectively. Body mass index (P < 0.001) and prematurity (P = 0.016) were significantly associated with OSAS, but not with rhinitis. Higher parental education and income increased the risk for rhinitis, but decreased the risk for OSAS. Having more siblings and birth by Cesarean delivery decreased the risk for rhinitis, but living in a new household increased the risk for rhinitis. A short distance of the residence to a main road during pregnancy significantly increased the risk of OSAS. Males, increased exposure to mould, and firstborns had increased risk of OSAS and rhinitis. The NLR was higher in OSAS patients than in those with allergic rhinitis (P = 0.001). CONCLUSION OSAS and rhinitis shared some risk factors, whereas other factors had inverse association with the two disorders. These results imply that different strategies might be used for prevention of rhinitis and OSAS.
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Affiliation(s)
- Eun Kyo Ha
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | | | - Seung Jin Lee
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Dong Keon Yon
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Ju Hee Kim
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Hye Mi Jee
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Kyung Suk Lee
- Department of Pediatrics, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Myongsoon Sung
- Department of Pediatrics, Soonchunhyang University Gumi Hospital, Gumi, Korea
| | - Mi Ae Kim
- Department of Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| | - Youn Ho Shin
- Department of Pediatrics, CHA Gangnam Medical Center, CHA University School of Medicine, Seoul, Korea
| | - Man Yong Han
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
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14
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Lee JH. Eosinophil count and neutrophil-to-lymphocyte count ratio as biomarkers for predicting early-onset neonatal sepsis. KOREAN JOURNAL OF PEDIATRICS 2019; 62:438-439. [PMID: 31319645 PMCID: PMC6933304 DOI: 10.3345/kjp.2019.00297] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 07/02/2019] [Indexed: 01/01/2023]
Affiliation(s)
- Jang Hoon Lee
- Department of Pediatrics, Ajou University School of Medicine, Suwon, Korea
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15
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Debray A, Nathanson S, Moulin F, Salomon J, Davido B. Eosinopenia as a marker of diagnosis and prognostic to distinguish bacterial from aseptic meningitis in pediatrics. Eur J Clin Microbiol Infect Dis 2019; 38:1821-1827. [PMID: 31230204 DOI: 10.1007/s10096-019-03614-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Accepted: 06/11/2019] [Indexed: 01/21/2023]
Abstract
Procalcitonin (PCT) has proven its efficacy to distinguish bacterial from aseptic meningitis in children. Nevertheless, its use in routine is limited by its cost and availability, especially in low- and middle-income countries. It is now acknowledged that eosinopenia is a marker of infection and/or severity of the systemic inflammatory response. Although no study ever demonstrated that eosinopenia could differentiate bacterial from viral infection, we decided to conduct a study concerning meningitis in children. This bicentric and retrospective study was conducted between January 2012 and October 2018, in children hospitalized for meningitis. The white blood cell was systematically gathered at the admission to evaluate the eosinophil count. Characteristic data were compared between 2 groups: documented bacterial meningitis (DBP) and aseptic meningitis which includes documented viral meningitis (DVM) and non-documented meningitis (ND). Among 190 patients admitted for meningitis, 151 were analyzed, including DBM (n = 45), DVM (n = 73), and ND (n = 33) meningitis. Groups were comparable. Mean age was 33 ± 48 months with a sex ratio of 1.6. Mean of eosinophil count was 15 ± 34/mm3 in the DBM group versus 132 ± 167/mm3 for the aseptic meningitis group (p < 0.0001). Best threshold for the diagnosis of bacterial meningitis was an eosinophil count < 5/mm3 with a sensitivity of 80% and specificity of 73% and a likelihood ratio of 2.9. Eosinopenia seems to be a reliable and non-invasive marker of bacterial meningitis in pediatrics. The absence of extra cost makes it very interesting in low- and middle-income countries or when usual biomarkers such as PCT are unavailable.
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Affiliation(s)
- Agathe Debray
- Service de Maladies Infectieuses et Tropicales, Groupe Hospitalier Paris Ile de France Ouest, Hôpital Universitaire Raymond-Poincaré, AP-HP, 92380, Garches, France
| | | | - Florence Moulin
- Réanimation pédiatrique, Hôpital Universitaire Necker-enfants malades, AP-HP, 75015, Paris, France
| | - Jérome Salomon
- Service de Maladies Infectieuses et Tropicales, Groupe Hospitalier Paris Ile de France Ouest, Hôpital Universitaire Raymond-Poincaré, AP-HP, 92380, Garches, France
| | - Benjamin Davido
- Service de Maladies Infectieuses et Tropicales, Groupe Hospitalier Paris Ile de France Ouest, Hôpital Universitaire Raymond-Poincaré, AP-HP, 92380, Garches, France.
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Akkeçeci NS, Seğmen B, Yurttutan S, Acıpayam C, Dinçer Z, Öksüz G. Yenidoğan sepsisinde tam kan sayımı parametrelerinin tanısal değeri. DICLE MEDICAL JOURNAL 2019. [DOI: 10.5798/dicletip.534856] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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