Derivation and Validation of a Risk Score to Predict Mortality of Early Neonates at Neonatal Intensive Care Unit: The END in NICU Score

被引:4
作者
Belsti, Yitayeh [1 ]
Nigussie, Zelalem Mehari [2 ]
Tsegaye, Gebeyaw Wudie [2 ]
机构
[1] Univ Gondar, Sch Med, Dept Physiol, Coll Med & Hlth Sci, Gondar, Ethiopia
[2] Bahir Dar Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Coll Med & Hlth Sci, Bahir Dar, Ethiopia
关键词
derivation; validation; risk score; early neonatal mortality; NICU; Ethiopia; ACUTE PHYSIOLOGY; SNAPPE-II; DEATH; SEVERITY; TRENDS; INDEX; SYSTEMS; EVENTS; MODELS; TRACK;
D O I
10.2147/IJGM.S336888
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Early neonatal death is death of infants in the first week of life. And 34% to 92% of neonatal deaths happen within 7 days of postnatal period. Thus, the early neonatal period is the most critical time for an infant, requiring different strategies to prevent mortality. Among strategies, deriving and implementing early warning scores is crucial to predict early neonatal mortality earlier upon hospital admission. Objective: To derive and validate a risk score to predict mortality of early neonates at Felege Hiwot Specialized Hospital neonatal intensive care unit, Bahir Dar, 2021. Methods: The document review was conducted from February 24, to April 08, 2021, on all early neonates admitted to neonatal intensive care unit from January 1, 2018 to December 31, 2020. The total number of early neonates included in the derivation study was 1100. Data were collected by using checklists prepared on EpiCollect5 software. After exporting the data to R version 4.0.5 software, variables with (p < 0.25) from the simple binary regression were entered into a multiple logistic regression model, and significant variables (p < 0.05) were kept in the model. The discrimination and calibration were assessed. The model was internally validated using bootstrapping technique. Results: Admission weight, birth Apgar score, perinatal asphyxia, respiratory distress syndrome, mode of delivery, sepsis, and gestational age at birth remained in the final multiple logistic regression prediction model. The area under curve of receiver operating characteristic curve for early neonatal mortality score was 90.7%. The model retained excellent discrimination under internal validation. The sensitivity, specificity, and positive predictive value, negative predictive value of the model was 89.4%, 82.5%, 55.5%, and 96.9%, respectively. Conclusion: The derived score has an excellent discriminative ability and good prediction performance. This is an important tool for predicting early neonatal mortality in neonatal intensive care units at admission.
引用
收藏
页码:8121 / 8134
页数:14
相关论文
共 68 条
[1]  
Ahmed M, 2016, JCPSP-J COLL PHYSICI, V26, P234, DOI 03.2016/JCPSP.234237
[2]  
AIPI, 2013, Reducing Maternal and Neonatal Mortality in Indonesia: Saving lives, Saving the Future, DOI [10.17226/18437, DOI 10.17226/18437]
[3]  
Al-sheyab N, 2020, NEONATAL MORTALITY J, P1
[4]  
Amadi HO, 2018, SELECTED TOPICS NEON
[5]  
[Anonymous], 2015, CHILD MORT REP 2015
[6]   Neonatal mortality and causes of death in Kersa Health and Demographic Surveillance System (Kersa HDSS), Ethiopia, 2008–2013 [J].
Nega Assefa ;
Yihune Lakew ;
Betelhem Belay ;
Haji Kedir ;
Desalew Zelalem ;
Negga Baraki ;
Melake Damena ;
Lemessa Oljira ;
Wondimye Ashenafi ;
Melkamu Dedefo .
Maternal Health, Neonatology and Perinatology, 2 (1)
[7]   Prognostic indicators of early and late death in children admitted to district hospital in Kenya: cohort study [J].
Berkley, JA ;
Ross, A ;
Mwangi, I ;
Osier, FHA ;
Mohammed, M ;
Shebbe, M ;
Lowe, BS ;
Marsh, K ;
Newton, CRJC .
BRITISH MEDICAL JOURNAL, 2003, 326 (7385) :361-364
[8]   Who wants a slimmer body? The relationship between body weight status, education level and body shape dissatisfaction among young adults in Hong Kong [J].
Cheung, Yee Tak Derek ;
Lee, Antoinette Marie ;
Ho, Sai Yin ;
Li, Edmund Tsze Shing ;
Lam, Tai Hing ;
Fan, Susan Yun Sun ;
Yip, Paul Siu Fai .
BMC PUBLIC HEALTH, 2011, 11
[9]  
Child GBD, 2017, LANCET, V388, P1725
[10]  
COCKBURN F, 1993, LANCET, V342, P193