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Brouwer L, Cunney R, Drew RJ. Predicting community acquired bloodstream infection in infants using full blood count parameters and C-reactive protein; a machine learning study. Eur J Pediatr 2024; 183:2983-2993. [PMID: 38634890 PMCID: PMC11192659 DOI: 10.1007/s00431-024-05441-6] [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: 11/03/2023] [Revised: 01/04/2024] [Accepted: 01/17/2024] [Indexed: 04/19/2024]
Abstract
Early recognition of bloodstream infection (BSI) in infants can be difficult, as symptoms may be non-specific, and culture can take up to 48 h. As a result, many infants receive unneeded antibiotic treatment while awaiting the culture results. In this study, we aimed to develop a model that can reliably identify infants who do not have positive blood cultures (and, by extension, BSI) based on the full blood count (FBC) and C-reactive protein (CRP) values. Several models (i.e. multivariable logistic regression, linear discriminant analysis, K nearest neighbors, support vector machine, random forest model and decision tree) were trained using FBC and CRP values of 2693 infants aged 7 to 60 days with suspected BSI between 2005 and 2022 in a tertiary paediatric hospital in Dublin, Ireland. All models tested showed similar sensitivities (range 47% - 62%) and specificities (range 85%-95%). A trained decision tree and random forest model were applied to the full dataset and to a dataset containing infants with suspected BSI in 2023 and showed good segregation of a low-risk and high-risk group. Negative predictive values for these two models were high for the full dataset (> 99%) and for the 2023 dataset (> 97%), while positive predictive values were low in both dataset (4%-20%). Conclusion: We identified several models that can predict positive blood cultures in infants with suspected BSI aged 7 to 60 days. Application of these models could prevent administration of antimicrobial treatment and burdensome diagnostics in infants who do not need them. What is Known: • Bloodstream infection (BSI) in infants cause non-specific symptoms and may be difficult to diagnose. • Results of blood cultures can take up to 48 hours. What is New: • Machine learning models can contribute to clinical decision making on BSI in infants while blood culture results are not yet known.
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Affiliation(s)
- Lieke Brouwer
- Public Health Laboratory, HSE, Cherry Orchard Hospital, Dublin, Ireland.
- European Public Health Microbiology Training Programme (EUPHEM), European Centre for Disease Prevention and Control, Stockholm, Sweden.
| | - Robert Cunney
- Irish Meningitis and Sepsis Reference Laboratory, Children's Health Ireland at Temple Street, Dublin, Ireland
- Department of Clinical Microbiology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Richard J Drew
- Irish Meningitis and Sepsis Reference Laboratory, Children's Health Ireland at Temple Street, Dublin, Ireland
- Department of Clinical Microbiology, Royal College of Surgeons in Ireland, Dublin, Ireland
- Clinical Innovation Unit, Rotunda Hospital, Dublin, Ireland
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2
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Dramowski A, Prusakov P, Goff DA, Brink A, Govender NP, Annor AS, Balfour L, Bekker A, Cassim A, Gijzelaar M, Holgate SL, Kolman S, Messina A, Tootla H, Schellack N, van Jaarsveld A, Reddy K, Pillay S, Conradie L, van Niekerk AM, Bester T, Alexander P, Andrews A, Dippenaar M, Bamford C, Brits S, Chirwa P, Erasmus H, Ekermans P, Gounden P, Kriel T, Mawela D, Moncho M, Mphuthi T, Nhari R, Charani E, Sánchez PJ, Bergh DVD. Prospective antimicrobial stewardship interventions by multidisciplinary teams to reduce neonatal antibiotic use in South Africa: the Neonatal Antimicrobial Stewardship (NeoAMS) study. Int J Infect Dis 2024:107158. [PMID: 38945432 DOI: 10.1016/j.ijid.2024.107158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 06/07/2024] [Accepted: 06/24/2024] [Indexed: 07/02/2024] Open
Abstract
BACKGROUND Hospitalised neonates are vulnerable to infection and have high rates of antibiotic utilisation. METHODS Fourteen South African neonatal units (seven public, seven private sector) assembled multidisciplinary teams involving neonatologists, microbiologists, pharmacists, and nurses to implement prospective audit and feedback neonatal antimicrobial stewardship (NeoAMS) interventions. The teams attended seven online training sessions. Pharmacists conducted weekday antibiotic prescription reviews in the neonatal intensive care unit and/or neonatal wards providing feedback to the clinical teams. Anonymised demographic and NeoAMS interventions data were aggregated for descriptive purposes and statistical analysis. FINDINGS During the 20-week NeoAMS intervention in 2022, 565 neonates were enrolled. Pharmacists evaluated seven hundred antibiotic prescription episodes; rule-out sepsis (180; 26%) and culture-negative sepsis (138; 20%) were the most frequent indications for antibiotic prescription. For infection episodes with an identified pathogen, only 51% (116/229) of empiric treatments provided adequate antimicrobial coverage. Pharmacists recommended 437 NeoAMS interventions (0·6 per antibiotic prescription episode), with antibiotic discontinuation (42%), therapeutic drug monitoring (17%), and dosing (15%) recommendations most frequent. Neonatal clinicians' acceptance rates for AMS recommendations were high (338; 77%). Mean antibiotic length of therapy decreased by 24% from 9·1 to 6·9 days (0·1 day decrease per intervention week; p=0·001), with the greatest decline in length of therapy for culture-negative sepsis (8·2 days (95%CI 5·7-11·7) to 5·9 days (95% CI 4·6-7·5); p=0·032). INTERPRETATION This neonatal AMS programme was successfully implemented in heterogenous and resource-limited settings. Pharmacist-recommended AMS interventions had high rates of clinician acceptance. The NeoAMS intervention significantly reduced neonatal antibiotic use, particularly for culture-negative sepsis. FUNDING A grant from Merck provided partial support.
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Affiliation(s)
- Angela Dramowski
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.
| | - Pavel Prusakov
- Department of Pharmacy, Nationwide Children's Hospital, Columbus, OH, United States of America
| | - Debra A Goff
- The Ohio State University College of Pharmacy, The Ohio State University Wexner Medical Center, Columbus, OH, United States of America
| | - Adrian Brink
- Division of Medical Microbiology, University of Cape Town, Cape Town, South Africa; National Health Laboratory Services, Groote Schuur Hospital, Cape Town, South Africa; Institute of Infectious Disease and Molecular Medicine, University of Cape Town, South Africa
| | - Nelesh P Govender
- National Institute for Communicable Diseases (Centre for Healthcare-Associated Infections, Antimicrobial Resistance and Mycoses), a Division of the National Health Laboratory Service, Johannesburg, South Africa; School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Ama Sakoa Annor
- Department of Pharmacy, Dr George Mukhari Academic Hospital, Pretoria, South Africa; Department of Clinical pharmacy, School of pharmacy, Sefako Makgatho Health Sciences University, Pretoria, South Africa
| | - Liezl Balfour
- Department of Nursing, Lenmed Group, Johannesburg, South Africa
| | - Adrie Bekker
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Azraa Cassim
- Department of Pharmacy, Chris Hani Baragwanath Academic hospital, Soweto, Johannesburg, South Africa
| | | | - Sandi L Holgate
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Sonya Kolman
- Department of Pharmacy, Nelson Mandela Children's Hospital, Johannesburg, South Africa
| | - Angeliki Messina
- Antimicrobial Stewardship Unit, Netcare Hospitals Ltd, Johannesburg, South Africa
| | - Hafsah Tootla
- Division of Medical Microbiology, University of Cape Town, Cape Town, South Africa; National Health Laboratory Services, Groote Schuur Hospital, Cape Town, South Africa
| | - Natalie Schellack
- Department of Pharmacology, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | | | - Kessendri Reddy
- Division of Medical Microbiology and Immunology, Department of Pathology, Faculty of Medicine and Health Sciences, National Health Laboratory Service Tygerberg and Stellenbosch University, Cape Town, South Africa
| | - Shakti Pillay
- Division of Neonatology, Department of Paediatrics and Child Health, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Lucinda Conradie
- Pharmacy Department, Mowbray Maternity Hospital, Cape Town, South Africa
| | - Anika M van Niekerk
- Division of Neonatology, Department of Paediatrics and Child Health, Mowbray Maternity Hospital, University of Cape Town, South Africa
| | - Tarina Bester
- Netcare GNE Regional Clinical Pharmacy, Pretoria, South Africa
| | - Pearl Alexander
- Department of Nursing, Lenmed Royal Hospital & Heart Centre, Kimberley, South Africa
| | - Antoinette Andrews
- Department of Nursing, Lenmed Ethekwini Hospital and Heart Centre, Durban, South Africa
| | - Magdel Dippenaar
- Pharmacy Department, Mediclinic Welkom, Welkom, Free State, South Africa
| | - Colleen Bamford
- Pathcare, East London, South Africa; Division of Medical Microbiology, Department of Pathology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Sharnel Brits
- Pharmacy Department, George Provincial Hospital, George, South Africa
| | - Pinky Chirwa
- Neonatal Unit, Nelson Mandela Children Hospital, Parktown, Johannesburg, South Africa
| | - Hannelie Erasmus
- Pharmacy Department, Mediclinic Welkom, Welkom, Free State, South Africa
| | - Pieter Ekermans
- Ampath Laboratory, National Reference Laboratory, Department of Medical Microbiology, Pretoria, South Africa
| | - Pebenita Gounden
- Department of Pharmacy, Lenmed Ethekwini Hospital and Heart Centre, Durban, South Africa
| | - Teresa Kriel
- Pharmacy Department, Life Beacon Bay, East London, South Africa
| | - Dini Mawela
- Department of Paediatrics and Child Health, School of Medicine, Sefako Makgatho Health Sciences University, Gauteng, South Africa
| | - Masego Moncho
- Department of Medical Microbiology-National Health Laboratory Services, Sefako Makgatho Health Sciences University, Gauteng, South Africa
| | - Tonia Mphuthi
- Department of Pharmacy, Chris Hani Baragwanath Academic hospital, Soweto, Johannesburg, South Africa
| | - Ronald Nhari
- Department of Pharmacy, Life Springs Parkland Hospital, Johannesburg, South Africa
| | - Esmita Charani
- Division of Infectious Diseases and HIV Medicine, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Pablo J Sánchez
- Department of Pediatrics, Divisions of Neonatology and Pediatric Infectious Diseases, Nationwide Children's Hospital, Center for Perinatal Research, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, United States of America
| | - Dena van den Bergh
- Division of Infectious Diseases and HIV Medicine, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
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Strunk T, Molloy EJ, Mishra A, Bhutta ZA. Neonatal bacterial sepsis. Lancet 2024:S0140-6736(24)00495-1. [PMID: 38944044 DOI: 10.1016/s0140-6736(24)00495-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 02/06/2024] [Accepted: 03/07/2024] [Indexed: 07/01/2024]
Abstract
Neonatal sepsis remains one of the key challenges of neonatal medicine, and together with preterm birth, causes almost 50% of all deaths globally for children younger than 5 years. Compared with advances achieved for other serious neonatal and early childhood conditions globally, progress in reducing neonatal sepsis has been much slower, especially in low-resource settings that have the highest burden of neonatal sepsis morbidity and mortality. By contrast to sepsis in older patients, there is no universally accepted neonatal sepsis definition. This poses substantial challenges in clinical practice, research, and health-care management, and has direct practical implications, such as diagnostic inconsistency, heterogeneous data collection and surveillance, and inappropriate treatment, health-resource allocation, and education. As the clinical manifestation of neonatal sepsis is frequently non-specific and the current diagnostic standard blood culture has performance limitations, new improved diagnostic techniques are required to guide appropriate and warranted antimicrobial treatment. Although antimicrobial therapy and supportive care continue as principal components of neonatal sepsis therapy, refining basic neonatal care to prevent sepsis through education and quality improvement initiatives remains paramount.
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Affiliation(s)
- Tobias Strunk
- Neonatal Directorate, King Edward Memorial Hospital, Child and Adolescent Health Service, Perth, WA, Australia; Wesfarmers Centre for Vaccines and Infectious Diseases, Telethon Kids Institute, University of Western Australia, Perth, WA, Australia.
| | - Eleanor J Molloy
- Discipline of Paediatrics, Trinity College, University of Dublin and Trinity Research in Childhood Centre, Dublin, Ireland; Children's Health Hospital at Tallaght, Tallaght University Hospital, Dublin, Ireland; Trinity Translational Medicine Institute, St James Hospital, Dublin, Ireland; Neonatology, Children's Health Hospital at Crumlin, Dublin, Ireland; Paediatrics, Coombe Women's and Infant's University Hospital, Dublin, Ireland
| | - Archita Mishra
- Wesfarmers Centre for Vaccines and Infectious Diseases, Telethon Kids Institute, University of Western Australia, Perth, WA, Australia
| | - Zulfiqar A Bhutta
- Centre for Global Child Health, Hospital for Sick Children, Toronto, ON, Canada; Institute for Global Health and Development, The Aga Khan University South-Central Asia, Karachi, Pakistan
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4
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Li H, Chen X, Chen L, Li J, Liu X, Chen C, Xie D, Yuan J, Tao E. Case report: Acute severe hyponatremia-induced seizures in a newborn: a community-acquired case and literature review. Front Pharmacol 2024; 15:1391024. [PMID: 38957388 PMCID: PMC11218545 DOI: 10.3389/fphar.2024.1391024] [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] [Received: 02/24/2024] [Accepted: 05/28/2024] [Indexed: 07/04/2024] Open
Abstract
Severe neonatal hyponatremia represents a critical electrolyte imbalance with potentially severe neurological outcomes, a condition rarely documented in community-acquired, full-term newborns. This report underscores a unique case of a 23-day-old, previously healthy, full-term male neonate experiencing severe hyponatremia that precipitated seizures, underscoring the urgency of prompt recognition and intervention. The neonate presented with symptoms including vomiting, groaning, chills, fixed staring, and limb tremors. Critical findings upon admission encompassed hypothermia, hypotension, tachycardia, and tachypnea accompanied by significant weight loss. The clinical presentation was marked by dehydration, lethargy, weak crying, a fixed gaze, irregular breathing, and coarse lung sounds, yet a distended abdomen, hypertonic limb movements, and recurrent seizures were observed. Immediate interventions included establishing IV access, rewarming, mechanical ventilation, seizure management, volume expansion, dopamine for circulatory support, and initiation of empirical antibiotics. Diagnostic evaluations revealed a sodium ion concentration of 105.9 mmol/L, while amplitude-integrated electroencephalography (aEEG) detected pronounced seizure activity characterized by a lack of sleep-wake rhythmicity, noticeable elevation in both the lower and upper amplitude margins, and a sustained decrease in the lower margin voltage dropping below 5 μV, presenting as sharp or serrated waveforms. The management strategy entailed rapid electrolyte normalization using hypertonic saline and sodium bicarbonate, anticonvulsant therapy, and comprehensive supportive care, with continuous aEEG monitoring until the cessation of seizures. Remarkably, by the third day, the neonate's condition had stabilized, allowing for discharge in good health 10 days post-admission. At a 16-month follow-up, the child exhibited no adverse neurological outcomes and demonstrated favorable growth and development. Our extensive review on the etiology, clinical manifestations, aEEG monitoring, characteristics of seizures induced by severe neonatal hyponatremia, treatment approaches, and the prognosis for seizures triggered by severe hyponatremia aims to deepen the understanding and enhance clinical management of this complex condition. It stresses the importance of early detection, accurate diagnosis, and customized treatment protocols to improve outcomes for affected neonates. Additionally, this review accentuates the indispensable role of aEEG monitoring in managing neonates at elevated risk for seizures. Yet, the safety and efficacy of swiftly administering hypertonic saline for correcting severe hyponatremia-induced seizures necessitate further investigation through medical research.
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Affiliation(s)
- Haiting Li
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Xiyang Chen
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Linlin Chen
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Jie Li
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Xixi Liu
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Caie Chen
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Dengpan Xie
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Junhui Yuan
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
| | - Enfu Tao
- Department of Neonatology and NICU, Wenling Maternal and Child Health Care Hospital, Wenling, Zhejiang Province, China
- Department of Science and Education, Wenling Maternal and Child Healthcare Hospital, Wenling, Zhejiang Province, China
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5
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Morales-Betancourt C, Fontiveros-Escalona D, Montealegre-Pomar A, Carbayo-Jiménez T, Palomares-Eraso M, de Alba-Romero C, Bergón-Sendín E, Moral Pumarega MT, Pallás-Alonso C. Antibiotic use in infants at risk of early-onset sepsis: results from a unicentric retrospective cohort study. BMC Pediatr 2024; 24:245. [PMID: 38580931 PMCID: PMC10996240 DOI: 10.1186/s12887-024-04637-x] [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: 12/06/2023] [Accepted: 02/10/2024] [Indexed: 04/07/2024] Open
Abstract
BACKGROUND Antibiotic use for early-onset sepsis represents a high percentage of antibiotic consumption in the neonatal setting. Measures to assess infants at risk of early-onset sepsis are needed to optimize antibiotic use. Our primary objective was to assess the impact of a departmental guideline on antibiotic use among term infants with suspected EOS not confirmed, in our neonatal unit. METHODS Retrospective cohort study, to compare antibiotic use in term infants during a baseline period of January to December 2018, and a postintervention period from October 2019, to September 2020, respectively. The primary outcome was antibiotic use measured by days of therapy, the antibiotic spectrum index, the antibiotic use rate, and the length of therapy. RESULTS We included 71 infants in the baseline period and 66 infants in the postintervention period. Compared to those in the baseline period, there was a significant reduction in overall antibiotic measures in the postintervention period, (P < 0.001). The total days of therapy/1000 patient-days decreased from 63/1000 patient-days during the baseline period to 25.8/1000 patient-days in the postintervention period, representing a relative reduction of 59%. The antibiotic use rate decreased by more than half of the infants, from 3.2% during the baseline period to 1.3% in the postintervention period. CONCLUSIONS The use of a departmental guideline to assess infants at risk of early-onset sepsis based on their clinical condition and prompt discontinuation of antibiotics, is a simple and low-cost measure that contributed to an important decrease in antibiotic use.
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Affiliation(s)
- Catalina Morales-Betancourt
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain.
- Escuela de Doctorado, Universidad de Alcalá, Ciencias de la salud, Madrid, Spain.
| | - Diego Fontiveros-Escalona
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
| | | | - Tania Carbayo-Jiménez
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
| | - María Palomares-Eraso
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
| | - Concepción de Alba-Romero
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
| | - Elena Bergón-Sendín
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
- Primary Care Interventions to Prevent Maternal and Child Chronic Diseases of Perinatal and Developmental Origin (RICORS), Instituto de Salud Carlos III, RD21/0012/0009, Madrid, Spain
| | - Maria Teresa Moral Pumarega
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
- Primary Care Interventions to Prevent Maternal and Child Chronic Diseases of Perinatal and Developmental Origin (RICORS), Instituto de Salud Carlos III, RD21/0012/0009, Madrid, Spain
| | - Carmen Pallás-Alonso
- Department of Neonatology, 12 de Octubre University Hospital, Avenida de Córdoba S/N, Madrid, 28041, Spain
- Primary Care Interventions to Prevent Maternal and Child Chronic Diseases of Perinatal and Developmental Origin (RICORS), Instituto de Salud Carlos III, RD21/0012/0009, Madrid, Spain
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6
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Bedetti L, Corso L, Miselli F, Guidotti I, Toffoli C, Miglio R, Roversi MF, Muttini EDC, Pugliese M, Bertoncelli N, Zini T, Mazzotti S, Lugli L, Lucaccioni L, Berardi A. Neurodevelopmental Outcome after Culture-Proven or So-Called Culture-Negative Sepsis in Preterm Infants. J Clin Med 2024; 13:1140. [PMID: 38398453 PMCID: PMC10889041 DOI: 10.3390/jcm13041140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 02/14/2024] [Indexed: 02/25/2024] Open
Abstract
(1) Background: Prematurity is a serious condition associated with long-term neurological disability. This study aimed to compare the neurodevelopmental outcomes of preterm neonates with or without sepsis. (2) Methods: This single-center retrospective case-control study included infants with birth weight < 1500 g and/or gestational age ≤ 30 weeks. Short-term outcomes, brain MRI findings, and severe functional disability (SFD) at age 24 months were compared between infants with culture-proven or culture-negative sepsis or without sepsis. A chi-squared test or Mann-Whitney U test was used to compare the clinical and instrumental characteristics and the outcomes between cases and controls. (3) Results: Infants with sepsis (all sepsis n = 76; of which culture-proven n = 33 and culture-negative n = 43) were matched with infants without sepsis (n = 76). Compared with infants without sepsis, both all sepsis and culture-proven sepsis were associated with SFD. In multivariate logistic regression analysis, SFD was associated with intraventricular hemorrhage (OR 4.7, CI 1.7-13.1, p = 0.002) and all sepsis (OR 3.68, CI 1.2-11.2, p = 0.021). (4) Conclusions: All sepsis and culture-proven sepsis were associated with SFD. Compared with infants without sepsis, culture-negative sepsis was not associated with an increased risk of SFD. Given the association between poor outcomes and culture-proven sepsis, its prevention in the neonatal intensive care unit is a priority.
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Affiliation(s)
- Luca Bedetti
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Lucia Corso
- Pediatric Postgraduate School, University of Modena and Reggio Emilia, 41121 Modena, Italy; (L.C.); (C.T.); (S.M.)
| | - Francesca Miselli
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
- PhD Program in Clinical and Experimental Medicine, University of Modena and Reggio Emilia, 41124 Modena, Italy
| | - Isotta Guidotti
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Carlotta Toffoli
- Pediatric Postgraduate School, University of Modena and Reggio Emilia, 41121 Modena, Italy; (L.C.); (C.T.); (S.M.)
| | - Rossella Miglio
- Department of Statistical Sciences, University of Bologna, 41121 Bologna, Italy;
| | - Maria Federica Roversi
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Elisa della Casa Muttini
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Marisa Pugliese
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Natascia Bertoncelli
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Tommaso Zini
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Sofia Mazzotti
- Pediatric Postgraduate School, University of Modena and Reggio Emilia, 41121 Modena, Italy; (L.C.); (C.T.); (S.M.)
| | - Licia Lugli
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
| | - Laura Lucaccioni
- Pediatric Unit, Department of Medical and Surgical Sciences of the Mother, Children and Adults, University of Modena and Reggio Emilia, 41121 Modena, Italy;
| | - Alberto Berardi
- Neonatal Intensive Care Unit, University Hospital of Modena, 41124 Modena, Italy; (F.M.); (I.G.); (M.F.R.); (E.d.C.M.); (M.P.); (N.B.); (T.Z.); (L.L.)
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7
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O'Reilly D, Murphy CA, Moore CM, Ní Áinle F, Gormley IC, Morrell CN, Curley A, Mc Callion N, Maguire P. Markers of platelet activation foR identification of late onset sEpsis in infaNTs: PARENT study protocol. Pediatr Res 2024; 95:852-856. [PMID: 37758864 DOI: 10.1038/s41390-023-02812-x] [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: 05/12/2023] [Revised: 07/25/2023] [Accepted: 08/21/2023] [Indexed: 09/29/2023]
Abstract
BACKGROUND Newborns are at high risk of sepsis. At present there is no definitive "rule in" blood test for sepsis at the point of clinical concern. A positive blood culture remains the gold standard test for neonatal sepsis, however laboratory markers that correlate prospectively with culture positive sepsis could aid clinicians in making decisions regarding administration of empiric antibiotic therapies. METHODS This multi-site, prospective observational study will take place in two neonatal intensive care units (National Maternity Hospital and Rotunda Hospital, Dublin). Neonates born at less than 34 weeks will be enroled and informed consent obtained prior to late onset sepsis work up. If at any point subsequently during their neonatal intensive care stay they develop signs and symptoms of possible sepsis requiring blood culture, an additional sodium citrate sample will be obtained. Infants will be categorised into three groups as follows: (i) culture positive sepsis, (ii) culture negative sepsis where an infant receives 5 days of antibiotics (iii) non sepsis. Our primary outcome is to establish if differential platelet/endothelial activation can prospectively identify neonatal culture positive late onset sepsis. TRIAL REGISTRATION NUMBER NCT05530330 IMPACT: Preterm infants are a high risk group for the development of sepsis which is a major cause of mortality in this population. Platelets have been associated with host response to invasive bacterial infections both in animal models and translational work. A positive blood culture is the gold standard test for neonatal sepsis but can be unreliable due to limited blood sampling in the very low birth weight population. This study hopes to establish if platelet/endothelial associated plasma proteins can prospectively identify late onset neonatal sepsis.
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Affiliation(s)
- Daniel O'Reilly
- School of Biomolecular and Biomedical Science, University College Dublin, Dublin, 4, Ireland.
- Department of Neonatology, Rotunda Hospital, Dublin, 1, Ireland.
- Department of Neonatology, National Maternity Hospital, Dublin, 2, Ireland.
| | - Claire Anne Murphy
- Department of Neonatology, National Maternity Hospital, Dublin, 2, Ireland
| | - Carmel Maria Moore
- Department of Neonatology, National Maternity Hospital, Dublin, 2, Ireland
- School of Medicine, University College Dublin, Dublin, 4, Ireland
| | - Fionnuala Ní Áinle
- School of Biomolecular and Biomedical Science, University College Dublin, Dublin, 4, Ireland
- Department of Haematology, Rotunda Hospital, Dublin, 1, Ireland
- Department of Haematology, Mater Hospital, Dublin, 7, Ireland
| | | | | | - Anna Curley
- Department of Neonatology, National Maternity Hospital, Dublin, 2, Ireland
| | - Naomi Mc Callion
- Department of Neonatology, Rotunda Hospital, Dublin, 1, Ireland
- Department of Paediatrics, Royal College of Surgeons in Ireland, Dublin, 2, Ireland
| | - Patricia Maguire
- School of Biomolecular and Biomedical Science, University College Dublin, Dublin, 4, Ireland
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8
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Das A, Ariyakumar G, Gupta N, Kamdar S, Barugahare A, Deveson-Lucas D, Gee S, Costeloe K, Davey MS, Fleming P, Gibbons DL. Identifying immune signatures of sepsis to increase diagnostic accuracy in very preterm babies. Nat Commun 2024; 15:388. [PMID: 38195661 PMCID: PMC10776581 DOI: 10.1038/s41467-023-44387-5] [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: 09/03/2022] [Accepted: 12/12/2023] [Indexed: 01/11/2024] Open
Abstract
Bacterial infections are a major cause of mortality in preterm babies, yet our understanding of early-life disease-associated immune dysregulation remains limited. Here, we combine multi-parameter flow cytometry, single-cell RNA sequencing and plasma analysis to longitudinally profile blood from very preterm babies (<32 weeks gestation) across episodes of invasive bacterial infection (sepsis). We identify a dynamically changing blood immune signature of sepsis, including lymphopenia, reduced dendritic cell frequencies and myeloid cell HLA-DR expression, which characterizes sepsis even when the common clinical marker of inflammation, C-reactive protein, is not elevated. Furthermore, single-cell RNA sequencing identifies upregulation of amphiregulin in leukocyte populations during sepsis, which we validate as a plasma analyte that correlates with clinical signs of disease, even when C-reactive protein is normal. This study provides insights into immune pathways associated with early-life sepsis and identifies immune analytes as potential diagnostic adjuncts to standard tests to guide targeted antibiotic prescribing.
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Affiliation(s)
- A Das
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, King's College London, Guy's Hospital, London, UK.
- Division of Infection and Immunity, University College London, London, WC1E 6BT, UK.
| | - G Ariyakumar
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, King's College London, Guy's Hospital, London, UK
| | - N Gupta
- Department of Neonatology, Evelina London Neonatal Unit, Guy's and St Thomas' NHS Foundation Trust, London, UK
- Faculty of Life Sciences & Medicine, King's College London, London, UK
| | - S Kamdar
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, King's College London, Guy's Hospital, London, UK
| | - A Barugahare
- Bioinformatics Platform and Department of Microbiology, Biomedicine Discovery Institute, Monash University, Clayton, VIC, 3800, Australia
| | - D Deveson-Lucas
- Bioinformatics Platform and Department of Microbiology, Biomedicine Discovery Institute, Monash University, Clayton, VIC, 3800, Australia
| | - S Gee
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, King's College London, Guy's Hospital, London, UK
| | - K Costeloe
- Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - M S Davey
- Infection and Immunity Program and Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, VIC, 3800, Australia
- Division of Biomedical Sciences, Warwick Medical School, University of Warwick, Coventry, CV4 7AL, UK
| | - P Fleming
- Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Neonatology, Homerton Healthcare NHS Foundation Trust, London, UK
| | - D L Gibbons
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, King's College London, Guy's Hospital, London, UK.
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9
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Stocker M, Giannoni E. Game changer or gimmick: inflammatory markers to guide antibiotic treatment decisions in neonatal early-onset sepsis. Clin Microbiol Infect 2024; 30:22-27. [PMID: 36871829 DOI: 10.1016/j.cmi.2023.02.021] [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: 09/02/2022] [Revised: 02/14/2023] [Accepted: 02/25/2023] [Indexed: 03/07/2023]
Abstract
BACKGROUND The diagnosis of neonatal early-onset sepsis (EOS) is challenging, and inflammatory markers are widely used to guide decision-making and therapies. OBJECTIVES This narrative review presents the current state of knowledge regarding the diagnostic value and potential pitfalls in the interpretation of inflammatory markers for EOS. SOURCES PubMed until October 2022 and searched references in identified articles using the search terms: neonatal EOS, biomarker or inflammatory marker, and antibiotic therapy or antibiotic stewardship. CONTENT In situations with a high or low probability of sepsis, the measurements of inflammatory markers have no impact on the decision to start or stop antibiotics and are just gimmick, whereas they may be a game changer for neonates with intermediate risk and therefore an unclear situation. There is no single or combination of inflammatory markers that can predict EOS with high probability, allowing us to make decisions regarding the start of antibiotics based only on inflammatory markers. The main reason for the limited accuracy is most probably the numerous noninfectious conditions that influence the levels of inflammatory markers. However, there is evidence that C-reactive protein and procalcitonin have good negative predictive accuracy to rule out sepsis within 24 to 48 hours. Nevertheless, several publications have reported more investigations and prolonged antibiotic treatments with the use of inflammatory markers. Given the limitations of current strategies, using an algorithm with only moderate diagnostic accuracy may have a positive impact, as reported for the EOS calculator and the NeoPInS algorithm. IMPLICATIONS As the decision regarding the start of antibiotic therapy is different from the process of stopping antibiotics, the accuracy of inflammatory markers needs to be evaluated separately. Novel machine learning-based algorithms are required to improve accuracy in the diagnosis of EOS. In the future, inflammatory markers included in algorithms may be a game changer reducing bias and noise in the decision-making process.
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Affiliation(s)
- Martin Stocker
- Department of Pediatrics, Children's Hospital Lucerne, Lucerne, Switzerland.
| | - Eric Giannoni
- Clinic of Neonatology, Department Woman-Mother-Child, Lausanne University Hospital and University of Lausanne, Switzerland
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10
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Bultmann CR, Qiu J, Belmonte B, Fairchild KD, Sullivan BA. Heart rate and oxygen saturation patterns in very low birth weight infants with early onset sepsis and histologic chorioamnionitis. J Neonatal Perinatal Med 2024; 17:209-215. [PMID: 38578905 DOI: 10.3233/npm-230093] [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] [Indexed: 04/07/2024]
Abstract
BACKGROUND Chorioamnionitis and early onset sepsis (EOS) in very low birth weight (VLBW,< 1500 g) infants may cause a systemic inflammatory response reflected in patterns of heart rate (HR) and oxygenation measured by pulse oximetry (SpO2). Identification of these patterns might inform decisions about duration of antibiotic therapy after birth. OBJECTIVE Compare early HR and SpO2 patterns in VLBW infants with or without early onset sepsis (EOS) or histologic chorioamnionitis (HC). STUDY DESIGN Retrospective study of placental pathology and HR and SpO2 in the first 72 h from birth in relation to EOS status for inborn VLBW NICU patients 2012-2019. RESULT Among 362 VLBW infants with HR and SpO2 data available, clinical, or culture-positive EOS occurred in 91/362 (25%) and HC in 81/355 (22%). In univariate analysis, EOS was associated with higher mean HR, lower mean SpO2, and less negative skewness of HR in the first 3 days after birth. HC was associated with higher standard deviation and skewness of HR but no difference in SpO2. In multivariable modeling, significant risk factors for EOS were mean HR, gestational age, HC, mean SpO2, and skewness of SpO2. CONCLUSION HR and SpO2 patterns differ shortly after birth in VLBW infants exposed to HC or with EOS, likely reflecting a systemic inflammatory response.
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Affiliation(s)
| | - Jiaxang Qiu
- Department of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Briana Belmonte
- Department of Pediatrics, University of Texas Southwestern, Dallas, TX, USA
| | - Karen D Fairchild
- Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
| | - Brynne A Sullivan
- Department of Pediatrics, University of Virginia, Charlottesville, VA, USA
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11
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Stocker M, Klingenberg C, Navér L, Nordberg V, Berardi A, El Helou S, Fusch G, Bliss JM, Lehnick D, Dimopoulou V, Guerina N, Seliga-Siwecka J, Maton P, Lagae D, Mari J, Janota J, Agyeman PKA, Pfister R, Latorre G, Maffei G, Laforgia N, Mózes E, Størdal K, Strunk T, Giannoni E. Less is more: Antibiotics at the beginning of life. Nat Commun 2023; 14:2423. [PMID: 37105958 PMCID: PMC10134707 DOI: 10.1038/s41467-023-38156-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 04/19/2023] [Indexed: 04/29/2023] Open
Abstract
Antibiotic exposure at the beginning of life can lead to increased antimicrobial resistance and perturbations of the developing microbiome. Early-life microbiome disruption increases the risks of developing chronic diseases later in life. Fear of missing evolving neonatal sepsis is the key driver for antibiotic overtreatment early in life. Bias (a systemic deviation towards overtreatment) and noise (a random scatter) affect the decision-making process. In this perspective, we advocate for a factual approach quantifying the burden of treatment in relation to the burden of disease balancing antimicrobial stewardship and effective sepsis management.
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Affiliation(s)
- Martin Stocker
- Department of Pediatrics, Children's Hospital Lucerne, Lucerne, Switzerland.
| | - Claus Klingenberg
- Paediatric Research Group, Faculty of Health Sciences, UiT-The Arctic University of Norway, Tromsø, Norway
- Dept. of Pediatrics and Adolescence Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Lars Navér
- Department of Neonatology, Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden
| | - Viveka Nordberg
- Department of Neonatology, Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden
| | - Alberto Berardi
- Neonatal Intensive Care Unit, Mother and Child Department, Policlinico University Hospital, Modena, Italy
| | - Salhab El Helou
- Division of Neonatology, Department of Pediatrics, McMaster Children's Hospital, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Gerhard Fusch
- Division of Neonatology, Department of Pediatrics, McMaster Children's Hospital, McMaster University, Hamilton Health Sciences, Hamilton, Canada
| | - Joseph M Bliss
- Department of Pediatrics, Women & Infants Hospital of Rhode Island, Warren Alpert Medical School of Brown University, Richmond, USA
| | - Dirk Lehnick
- Biostatistics and Methodology, CTU-CS, Department of Health Sciences and Medicine, University of Lucerne, Luzern, Switzerland
| | - Varvara Dimopoulou
- Clinic of Neonatology, Department Mother-Woman-Child, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Nicholas Guerina
- Department of Pediatrics, Women & Infants Hospital of Rhode Island, Warren Alpert Medical School of Brown University, Richmond, USA
| | - Joanna Seliga-Siwecka
- Department of Neonatology and Neonatal Intensive Care, Medical University of Warsaw, Warszawa, Poland
| | - Pierre Maton
- Service néonatal, Clinique CHC-Montlegia, groupe santé CHC, Liège, Belgium
| | - Donatienne Lagae
- Neonatology and Neonatal Intensive Care Unit, CHIREC-Delta Hospital, Brussels, Belgium
| | - Judit Mari
- Department of Paediatrics, University of Szeged, Szeged, Hungary
| | - Jan Janota
- Neonatal Unit, Department of Obstetrics and Gynecology, Motol University Hospital Prague, Prague, Czech Republic
- Department of Neonatology, Thomayer University Hospital Prague, Prague, Czech Republic
| | - Philipp K A Agyeman
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Riccardo Pfister
- Neonatology and Paediatric Intensive Care Unit, Geneva University Hospitals and Geneva University, Geneva, Switzerland
| | - Giuseppe Latorre
- Neonatology and Neonatal Intensive Care Unit, Ecclesiastical General Hospital F. Miulli, Acquaviva delle Fonti, Italy
| | - Gianfranco Maffei
- Neonatology and Neonatal Intensive Care Unit, Policlinico Riuniti Foggia, Foggia, Italy
| | - Nichola Laforgia
- Neonatologia e Terapia Intensiva Neonatale, University of Bari, Bari, Italy
| | - Enikő Mózes
- Perinatal Intensive Care Unit, Department of Obstetrics and Gynaecology, Semmelweis University, Budapest, Hungary
| | - Ketil Størdal
- Institute of Clinical Medicine, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Tobias Strunk
- Neonatal Directorate, Child and Adolescent Health Service, King Edward Memorial Hospital, Perth, Western, Australia
| | - Eric Giannoni
- Clinic of Neonatology, Department Mother-Woman-Child, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
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12
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Early Diagnosis of Late-Onset Neonatal Sepsis Using a Sepsis Prediction Score. Microorganisms 2023; 11:microorganisms11020235. [PMID: 36838200 PMCID: PMC9964338 DOI: 10.3390/microorganisms11020235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 01/14/2023] [Accepted: 01/15/2023] [Indexed: 01/19/2023] Open
Abstract
Sepsis represents a common cause of morbidity in the Neonatal Intensive Care Unit (NICU). Our objective was to assess the value of clinical and laboratory parameters in predicting septicemia (positive blood culture) in NICU infants. In the first part of the present study (derivation cohort) we retrospectively reviewed the clinical files of 120 neonates with symptoms of suspected sepsis and identified clinical and laboratory parameters associated with proven sepsis on the day the blood culture was taken, as well as 24 h and 48 h earlier. These parameters were combined into a sepsis prediction score (SPS). Subsequently (validation study), we prospectively validated the performance of the SPS in a cohort of 145 neonates. The identified parameters were: temperature instability, platelet count < 150,000/mm3, feeding volume decrease > 20%, changes in blood glucose > 50%, CRP > 1 mg/dL, circulatory and respiratory deterioration. In the retrospective cohort, on the day the blood culture was obtained, a SPS ≥ 3 could predict sepsis with 82.54% sensitivity, 85.96% specificity, 5.88 PLR (Positive Likelihood Ratio), 0.20 NLR (Negative Likelihood Ratio), 86.67% PPV (Positive Predictive Value), 81.67% NPV (Negative Predictive Value) and 84.17% accuracy. In the prospective cohort, on the day the blood culture was obtained, a SPS ≥ 3 could predict sepsis with 76.60% sensitivity, 72.55% specificity, 2.79 PLR, 0.32 NLR, 83.72% PPV, 62.71% NPV and 75.17% accuracy. We concluded that this combination of clinical and laboratory parameters may assist in the prediction of septicemia in NICUs.
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13
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Sullivan BA, Kausch SL, Fairchild KD. Artificial and human intelligence for early identification of neonatal sepsis. Pediatr Res 2023; 93:350-356. [PMID: 36127407 DOI: 10.1038/s41390-022-02274-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 07/29/2022] [Accepted: 08/05/2022] [Indexed: 11/09/2022]
Abstract
Artificial intelligence may have a role in the early detection of sepsis in neonates. Machine learning can identify patterns that predict high or increasing risk for clinical deterioration from a sepsis-like illness. In developing this potential addition to NICU care, careful consideration should be given to the data and methods used to develop, validate, and evaluate prediction models. When an AI system alerts clinicians to a change in a patient's condition that warrants a bedside evaluation, human intelligence and experience come into play to determine an appropriate course of action: evaluate and treat or wait and watch closely. With intelligently developed, validated, and implemented AI sepsis systems, both clinicians and patients stand to benefit. IMPACT: This narrative review highlights the application of AI in neonatal sepsis prediction. It describes issues in clinical prediction model development specific to this population. This article reviews the methods, considerations, and literature on neonatal sepsis model development and validation. Challenges of AI technology and potential barriers to using sepsis AI systems in the NICU are discussed.
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Affiliation(s)
- Brynne A Sullivan
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, USA.
| | - Sherry L Kausch
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Karen D Fairchild
- Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, USA
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14
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Choobdar FA, Ghassemzadeh M, Aslanbeigi F, Attarian M, Robatmeili L, Rahimian H, Aski BH, Anari AM. Association of lower vitamin a levels in neonates and their mothers with increased risk of neonatal late-onset sepsis: A case-control study. JOURNAL OF MOTHER AND CHILD 2022; 26:78-86. [PMID: 36803946 PMCID: PMC10032317 DOI: 10.34763/jmotherandchild.20222601.d-22-00023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 12/02/2022] [Indexed: 02/23/2023]
Abstract
BACKGROUND In developing countries, neonatal sepsis is one of the major causes of mortality and morbidity. Vitamin A deficiency also affects the immune system severely and is associated with various neonatal infections. We aimed to compare maternal and neonatal vitamin A levels among neonates with and without late-onset sepsis. MATERIAL AND METHODS 40 eligible infants were entered into this case-control study according to inclusion criteria. The case group included 20 term or near-term infants who had late-onset neonatal sepsis from three to seven days of life. The control group consisted of 20 term or near-term infants who were icteric hospitalized neonates without sepsis. Demographic, clinical and paraclinical features, as well as neonatal and maternal vitamin A levels, were compared between the two groups. RESULTS The average gestational age of the neonates was 37.1 ± 1.2, ranging from 35 to 39 days. There was a significant difference between the septic and non-septic groups in terms of white blood cell and neutrophil count, C-reactive protein, and neonatal and maternal vitamin A levels. A Spearman correlation analysis showed a significant direct correlation among maternal and neonatal vitamin A levels (correlation coefficient = 0.507; P-value = 0.001). Multivariate regression analysis showed that neonates' vitamin A level had a significant direct association with sepsis (OR: 0.541; P-value=0.017). CONCLUSION Our findings demonstrated the association of lower vitamin A levels in neonates and their mothers with an increased risk of late-onset sepsis, which emphasizes the importance of the consideration of vitamin A level evaluation and its appropriate neonatal and maternal supplementation.
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Affiliation(s)
- Farhad Abolhasan Choobdar
- Department of Pediatrics, School of Medicine, Hazrat e Ali Asghar Pediatric Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Maral Ghassemzadeh
- Dr.Shariati general Hospital, Tehran University of Medical Sciences, Jalal Al-Ahmad Ave, Tehran, Iran
| | | | - Mohammad Attarian
- Firoozgar General Hospital related to Iran University of Medical SciencesKashan, Iran
| | - Leila Robatmeili
- Firoozgar General Hospital related to Iran University of Medical SciencesKashan, Iran
| | - Hanie Rahimian
- Firoozgar General Hospital related to Iran University of Medical SciencesKashan, Iran
| | - Behzad Haghighi Aski
- Department of Pediatrics, School of Medicine, Hazrat e Ali Asghar Pediatric Hospital, Iran University of Medical Sciences, Kashan, Iran
| | - Ali Manafi Anari
- Department of Pediatrics, School of Medicine, Hazrat e Ali Asghar Pediatric Hospital, Iran University of Medical Sciences, Kashan, Iran
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