Abstract
Background
Currently, there are hundreds of hematological parameters used for rapid diagnosis of neonatal sepsis, but there is no network meta-analysis to compare the diagnostic efficacy of these parameters.
Methods
We searched for literature on the diagnostic neonatal sepsis and selected 20 of the most common parameters to compare their diagnostic efficacy. We used Bayesian network meta-analysis, Frequentist network meta-analysis, and individual traditional diagnostic meta-analysis to analyze the data and verify the stability of the results. Based on the above analysis, we ranked the diagnostic efficacy of 20 parameters and searched for the optimal indicator. We also conducted subgroup analysis based on different designs. GRADE was used to evaluate the quality of evidence.
Results
311 articles were included in the analysis, of which 206 articles were included in the network meta-analysis. Bayesian models fond the top three of the advantage index were P-SEP, SAA, and CD64. In Individual model, P-SEP, SAA, and CD64 had the best sensitivity; ABC, SAA, and P-SEP had the best specificity. Frequentist model showed that CD64, P-SEP, and IL-10 ranked in the top three for sensitivity, while P-SEP, ABC, and I/M in specificity. Overall, P-SEP, SAA, CD64, and PCT have good sensitivity and specificity among all the three methods. The results of subgroup analysis were consistent with the overall analysis. All evidence was mostly of moderate or low quality.
Conclusions
P-SEP, SAA, CD64, and PCT have good diagnostic efficacy for neonatal sepsis. However, further studies are required to confirm these findings.
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Data availability
No datasets were generated or analysed during the current study.
Abbreviations
- EOS:
-
Early onset sepsis
- LOS:
-
Late onset sepsis
- PRISMA:
-
Preferred Reporting Items for Systematic Reviews and Meta-Analyses
- TN:
-
True-negative
- TP:
-
True-positive
- FN:
-
False-negative
- FP:
-
False-positive
- QUADAS:
-
Quality Assessment of Diagnostic Accuracy Studies
- SUCRA:
-
Surface under the cumulative ranking curve
- SROC AUC:
-
Area under the summary receiver operating characteristic curve
- PLR:
-
Positive likelihood ratio
- NLR:
-
Negative likelihood ratio
- IPA:
-
Importance Performance Analysis
- ABC:
-
Absolute band count
- ANC:
-
Absolute neutrophil count
- CRP:
-
C-reactive protein
- I/M:
-
Immature/ Mature neutrophil count ratio
- I/T:
-
Immature/ Total neutrophils
- IL-X:
-
Interleukin-X
- M-ESR:
-
Micro-erythrocyte sedimentation rate
- MPV:
-
Mean platelet volume
- NLR:
-
Neutrophil to Lymphocyte Ratio
- PCT:
-
Procalcitonin
- PLT:
-
Platelet count
- P-SEP:
-
Presepsin
- SAA:
-
Serum amyloid A
- TLC:
-
Total leucocyte count
- TNF-α:
-
Tumor necrosis factor α
References
Celik IH, Hanna M, Canpolat FE, Mohan P. Diagnosis of neonatal sepsis: the past, present and future. Pediatr Res. 2022;91(2):337–50.
Singh M, Alsaleem M, Gray CP, Neonatal Sepsis. StatPearls. Treasure Island (FL) ineligible companies. Disclosure: Mahdi Alsaleem declares no relevant financial relationships with ineligible companies. Disclosure: Cory Gray declares no relevant financial relationships with ineligible companies.: StatPearls Publishing Copyright © 2024. StatPearls Publishing LLC.; 2024.
Odabasi IO, Bulbul A. Neonatal Sepsis. Sisli Etfal Hastanesi tip Bulteni. 2020;54(2):142–58.
Fleischmann-Struzek C, Goldfarb DM, Schlattmann P, Schlapbach LJ, Reinhart K, Kissoon N. The global burden of paediatric and neonatal sepsis: a systematic review. Lancet Respiratory Med. 2018;6(3):223–30.
Salsabila K, Toha NMA, Rundjan L, et al. Early-onset neonatal sepsis and antibiotic use in Indonesia: a descriptive, cross-sectional study. BMC Public Health. 2022;22(1):992.
Polin RA. Management of neonates with suspected or proven early-onset bacterial sepsis. Pediatrics. 2012;129(5):1006–15.
He Y, Du WX, Jiang HY, et al. Multiplex cytokine profiling identifies Interleukin-27 as a Novel Biomarker for neonatal early onset Sepsis. Shock (Augusta Ga). 2017;47(2):140–7.
Celik IH, Demirel FG, Uras N, et al. What are the cut-off levels for IL-6 and CRP in neonatal sepsis? J Clin Lab Anal. 2010;24(6):407–12.
White IR, Barrett JK, Jackson D, Higgins JP. Consistency and inconsistency in network meta-analysis: model estimation using multivariate meta-regression. Res Synthesis Methods. 2012;3(2):111–25.
Nyaga VN, Aerts M, Arbyn M. ANOVA model for network meta-analysis of diagnostic test accuracy data. Stat Methods Med Res. 2018;27(6):1766–84.
Nikolakopoulou A, Mavridis D, Furukawa TA, et al. Living network meta-analysis compared with pairwise meta-analysis in comparative effectiveness research: empirical study. BMJ (Clinical Res ed). 2018;360:k585.
Ruan L, Chen GY, Liu Z, et al. The combination of procalcitonin and C-reactive protein or presepsin alone improves the accuracy of diagnosis of neonatal sepsis: a meta-analysis and systematic review. Crit Care (London England). 2018;22(1):316.
Bai L, Gong P, Jia X, et al. 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(1):334.
McGovern M, Giannoni E, Kuester H, et al. Challenges in developing a consensus definition of neonatal sepsis. Pediatr Res. 2020;88(1):14–26.
Ohlin A, Björkman L, Serenius F, Schollin J, Källén K. Sepsis as a risk factor for neonatal morbidity in extremely preterm infants. Acta Paediatr (Oslo Norway: 1992). 2015;104(11):1070–6.
Ershad M, Mostafa A, Dela Cruz M, Vearrier D. Neonatal Sepsis. Curr Emerg Hosp Med Rep. 2019;7(3):83–90.
Dejager L, Pinheiro I, Dejonckheere E, Libert C. Cecal ligation and puncture: the gold standard model for polymicrobial sepsis? Trends Microbiol. 2011;19(4):198–208.
Poggi C, Lucenteforte E, Petri D, De Masi S, Dani C. Presepsin for the diagnosis of neonatal early-onset Sepsis: a systematic review and Meta-analysis. JAMA Pediatr. 2022;176(8):750–8.
Bengnér J, Quttineh M, Gäddlin PO, Salomonsson K, Faresjö M. Serum amyloid A - A prime candidate for identification of neonatal sepsis. Clin Immunol (Orlando Fla). 2021;229:108787.
Song Y, Chen Y, Dong X, Jiang X. Diagnostic value of neutrophil CD64 combined with CRP for neonatal sepsis: a meta-analysis. Am J Emerg Med. 2019;37(8):1571–6.
Dai J, Jiang W, Min Z, et al. Neutrophil CD64 as a diagnostic marker for neonatal sepsis: Meta-analysis. Adv Clin Experimental Medicine: Official Organ Wroclaw Med Univ. 2017;26(2):327–32.
Habib A, Raza S, Ali U, Zubairi AM, Salim E. Diagnostic accuracy of serum procalcitonin (PCT) as an early biomarker of neonatal Sepsis using blood culture as Gold Standard. J Coll Physicians Surgeons–Pakistan: JCPSP. 2021;30(4):383–7.
Dhudasia MB, Benitz WE, Flannery DD, et al. Diagnostic performance and patient outcomes with C-Reactive protein use in early-onset Sepsis evaluations. J Pediatr. 2023;256:98–e1046.
Omar J, Isa S, Ismail TST, Yaacob NM, Soh N. Procalcitonin as an early laboratory marker of Sepsis in neonates: variation in diagnostic performance and discrimination value. Malaysian J Med Sciences: MJMS. 2019;26(4):61–9.
Acknowledgements
We would like to express our gratitude to the authors of the original literature included in this article, as well as to AJE for providing language assistance during the writing of this manuscript.
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HR: Study design, Data collection, Drafting of the manuscript; LTL: Study design, Data collection, Drafting of the manuscript; LRH: Study design, Data collection, Analysis and interpretation of data, Critical revision of the manuscript.
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Huang, R., Lu, TL. & Liu, RH. Comparison of the accuracy of hematological parameters in the diagnosis of neonatal sepsis: a network meta-analysis. Infection (2024). https://doi.org/10.1007/s15010-024-02354-2
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DOI: https://doi.org/10.1007/s15010-024-02354-2