The NeoSep Severity and Recovery scores to predict mortality in hospitalized neonates and young infants with sepsis derived from the global NeoOBS observational cohort study
Russell, N. J.; Stohr, W.; Cook, A.; Berkley, J.; Adhisivam, B.; Agarwal, R.; Ahmed, N. U.; Balasegaram, M.; Chami, N.; Bekker, A.; Bilardi, D.; Carvalheiro, C. G.; Chaurasia, S.; Colas, V. R. F.; Cousens, S.; Dantas de Assis, A. C.; Dong, H.; Dramowski, A.; Dung, N. T.; Feng, J.; Glupczynski, Y.; Goel, S.; Goosens, H.; Hao, D. T. H.; Hasan, M.; Huertas, T. M.; Khavessian, N.; Kontou, A.; Kostyanev, T.; Laoyookhon, P.; Lochindarat, S.; Luca, M. d.; Malhotra-Kumar, S.; Mondal, N.; Mundhra, N.; Musoke, P.; Mussi-Pinhata, M. M.; Nanavati, R.; Nakwa, F. L.; Nangia, S.; Nardone, A.; Nyaoke, B.; Obi
Show abstract
BackgroundSepsis severity scores are used in clinical practice and trials to define risk groups. There are limited data to derive hospital-based sepsis severity scores for neonates and young infants in high-burden low- and middle-income country (LMIC) settings where trials are urgently required. We aimed to create linked sepsis severity and recovery scores applicable to hospitalized neonates and young infants in LMIC which could be used to inform antibiotic trials. Methods & FindingsA prospective observational cohort study was conducted across 19 hospitals in 11 countries in sub-Saharan Africa, Asia, Latin America and Europe. Infants aged <60 days with clinical sepsis fulfilling at least two clinical or laboratory criteria ([≥]1 clinical) were enrolled. Primary outcome was 28-day mortality. Two prediction models were developed for 1) 28-day mortality from factors at sepsis presentation (baseline NeoSep Severity Score), and 2) daily risk of death on IV antibiotics from daily updated assessments (NeoSep Recovery Score). Multivariable Cox regression models included a randomly selected 85% of infants, with 15% for validation. 3204 infants were enrolled between 2018-2020. Median age was 5 days (IQR 2-15), 90.4% (n=2,895) were <28 days. Median birth weight was 2500g (1400-3000g), and a median of 4 clinical (IQR 2-5) and 1 laboratory (0-2) signs were present. Overall mortality was 11.3% (95%CI 10.2-12.5%; n=350). A baseline NeoSep Severity Score from infants characteristics, respiratory support, and clinical signs (no laboratory tests) at presentation had a C-index 0.77 (95%CI: 0.75-0.80) and 0.76 (0.69-0.82) in derivation and validation samples, respectively. Mortality in the validation sample was 1.6% (3/189; 95%CI: 0.5-4.6%), 11.0% (27/245; 7.7-15.6%), and 27.3% (12/44; 16.3-41.8%) in low (score 0-4), medium (5-8) and high (9-16) risk groups, respectively, with similar performance across subgroups. A related NeoSep Recovery Score based on evolving post-baseline clinical signs and supportive care discriminated well between infants who died or survived the following day or subsequent few days. The area under the ROC curve for score on day 2 and death in the following 5 days was 0.82 (95%CI 0.78-0.85) and 0.85 (95%CI 0.78-0.93) in the derivation and validation data, respectively. ConclusionThe baseline NeoSep Severity Score predicted 28-day mortality and could identify infants with high risk of mortality for inclusion in hospital-based sepsis trials. The NeoSep Recovery Score predicts day-by-day inpatient mortality and could, with further validation, help to identify poor response to antibiotics. Author SummaryO_ST_ABSWhy was this study done?C_ST_ABS Evidence to guide hospital-based antibiotic treatment of sepsis in neonates and young infants is scarce, and clinical trials are particularly urgent in low- and middle-income (LMIC) settings where antimicrobial resistance threatens to undermine existing guidelines There is limited data to inform the design of antibiotic trials in LMIC settings, particularly to define risk stratification and inclusion and escalation criteria in hospitalised neonates and young infants What did the researchers do and find? To our knowledge this is the first global, prospective, hospital-based observational study of clinically diagnosed neonatal sepsis across 4 continents including LMIC settings, with extensive daily data collection on clinical status, antibiotic use and outcomes. There was a high mortality among infants with sepsis in LMIC hospital settings. 4 non-modifiable and 6 modifiable factors predicted mortality and were included in a NeoSep Severity score which defines patterns of mortality risk at baseline A NeoSep Recovery Score including the same modifiable factors (with the addition of cyanosis) predicted mortality on the following day during the course of treatment. What do these findings mean? The NeoSep Severity Score and NeoSep Recovery score are now informing inclusion and escalation criteria in the NeoSep1 antibiotic trial (ISRCTN48721236) which aims to identify novel first- and second-line empiric antibiotic regimens for neonatal sepsis The NeoSep Severity Score could be used to predict mortality at baseline in future studies of targeting resources in routine care. With further validation, the NeoSep Recovery Score could potentially be used to identify poor response to empiric antibiotic treatment
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Early Anakinra Treatment for COVID-19 Guided by Urokinase Plasminogen Receptor 92%
- International multi-cohort analysis identifies novel framework for quantifying immune dysregulation in critical illness: results of the SUBSPACE consortium 91%
- Risk factors for intensive care admission and death amongst children and young people admitted to hospital with COVID-19 and PIMS-TS in England during the first pandemic year 91%
Similar papers in this journal
- Cardiorespiratory signature of neonatal sepsis: Development and validation of prediction models in 3 NICUs 93%
- Impact of antibiotics to off-target infant gut microbiota and resistance genes in cohort studies 90%
- Beneficial vs harmful effects of pharmacological treatment of patent ductus arteriosus: A Bayesian meta-analysis 90%
Similar papers in this journal
- Implementation of a pediatric telemedicine and medication delivery service in a resource-limited setting: A pilot study for clinical safety and feasibility 89%
- Routine Early Antibiotic use in SymptOmatic preterm Neonates (REASON): a prospective randomized controlled trial. 88%
- Naturally-acquired Immunity Dynamics against SARS-CoV-2 in Children and Adolescents 88%
Similar papers in this journal
- Outcome of COVID-19 in hospitalised immunocompromised patients: an analysis of the WHO ISARIC CCP-UK prospective cohort study 93%
- How demographic factors matter for antimicrobial resistance – quantification of the patterns and impact of variation in prevalence of resistance by age and sex 89%
- Monthly sulfadoxine/pyrimethamine-amodiaquine or dihydroartemisinin-piperaquine as malaria chemoprevention in young Kenyan children with sickle cell anemia: A randomized controlled trial 89%
Similar papers in this journal
- Diagnosing early-onset neonatal sepsis in low-resource settings: development of a multivariable prediction model 93%
- Indirect effects of the COVID-19 pandemic on paediatric health-care use and severe disease: a retrospective national cohort study 91%
- Deficits in hospital care among clinically vulnerable children aged 0 to 4 years during the COVID-19 pandemic 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.