Risk factors for disease severity among children with Covid-19: a clinical prediction model

被引:11
|
作者
Ng, David Chun-Ern [1 ]
Liew, Chuin-Hen [2 ]
Tan, Kah Kee [3 ]
Chin, Ling [1 ]
Ting, Grace Sieng Sing [1 ]
Fadzilah, Nur Fadzreena [1 ]
Lim, Hui Yi [1 ]
Zailanalhuddin, Nur Emylia [1 ]
Tan, Shir Fong [1 ]
Affan, Muhamad Akmal [1 ]
Nasir, Fatin Farihah Wan Ahmad [1 ]
Subramaniam, Thayasheri [1 ]
Ali, Marlindawati Mohd [1 ]
Rashid, Mohammad Faid Abd [4 ]
Ong, Song-Quan [5 ]
Ch'ng, Chin Chin [6 ]
机构
[1] Hosp Tuanku Jaafar, Minist Hlth, Jalan Rasah, Negeri Sembilan 70300, Seremban, Malaysia
[2] Hosp Tuanku Ampuan Najihah, Minist Hlth, Jalan Melang, Negeri Sembilan 72000, Kuala Pilah, Malaysia
[3] Perdana Univ, Seremban Clin Acad Ctr, Jalan Rasah, Negeri Sembilan 70300, Seremban, Malaysia
[4] Minist Hlth, Negeri Sembilan State Hlth Dept, Jalan Rasah, Negeri Sembilan 70300, Seremban, Malaysia
[5] Univ Malaysia Sabah, Inst Trop Biol & Conservat, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia
[6] Hosp Pulau Pinang, Minist Hlth, Clin Res Ctr, Jalan Residensi, George Town 10450, Malaysia
关键词
COVID-19; Pediatric; Nomogram; Predictor severity;
D O I
10.1186/s12879-023-08357-y
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
BackgroundChildren account for a significant proportion of COVID-19 hospitalizations, but data on the predictors of disease severity in children are limited. We aimed to identify risk factors associated with moderate/severe COVID-19 and develop a nomogram for predicting children with moderate/severe COVID-19.MethodsWe identified children <= 12 years old hospitalized for COVID-19 across five hospitals in Negeri Sembilan, Malaysia, from 1 January 2021 to 31 December 2021 from the state's pediatric COVID-19 case registration system. The primary outcome was the development of moderate/severe COVID-19 during hospitalization. Multivariate logistic regression was performed to identify independent risk factors for moderate/severe COVID-19. A nomogram was constructed to predict moderate/severe disease. The model performance was evaluated using the area under the curve (AUC), sensitivity, specificity, and accuracy.ResultsA total of 1,717 patients were included. After excluding the asymptomatic cases, 1,234 patients (1,023 mild cases and 211 moderate/severe cases) were used to develop the prediction model. Nine independent risk factors were identified, including the presence of at least one comorbidity, shortness of breath, vomiting, diarrhea, rash, seizures, temperature on arrival, chest recessions, and abnormal breath sounds. The nomogram's sensitivity, specificity, accuracy, and AUC for predicting moderate/severe COVID-19 were 58 center dot 1%, 80 center dot 5%, 76 center dot 8%, and 0 center dot 86 (95% CI, 0 center dot 79 - 0 center dot 92) respectively.ConclusionOur nomogram, which incorporated readily available clinical parameters, would be useful to facilitate individualized clinical decisions.
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页数:12
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