Farida, Helmia and Triasih, Rina and Lokida, Dewi and Mardian, Yan and Salim, Gustiani and Wulan, Wahyu Nawang and Butar-butar, Deni P. and Sari, Rizki Amalia and Budiman, Arif and Hayuningsih, Chakrawati and Anam, Moh Syarofil and Dipayana, Setya and Mujahidah, Mujahidah and Setyati, Amalia and Aman, Abu Tholib and Naysilla, Adhella Menur and Lukman, Nurhayati and Diana, Aly and Karyana, Muhammad and Kline, Ahnika and Neal, Aaron and Lane, H. Clifford and Kosasih, Herman and Lau, Chuen-Yen (2023) Epidemiologic, clinical, and serum markers may improve discrimination between bacterial and viral etiologies of childhood pneumonia. Frontiers in Medicine, 10: 1140100. 01-10. ISSN 2296858X
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Abstract
Background: Discrimination of bacterial and viral etiologies of childhood community-acquired pneumonia (CAP) is often challenging. Unnecessary antibiotic administration exposes patients to undue risks and may engender antimicrobial resistance. This study aimed to develop a prediction model using epidemiological, clinical and laboratory data to differentiate between bacterial and viral CAP. Methods: Data from 155 children with confirmed bacterial or mixed bacterial and viral infection (N = 124) and viral infection (N = 31) were derived from a comprehensive assessment of causative pathogens Partnerships for Enhanced Engagement in Research-Pneumonia in Pediatrics (PEER-PePPeS) conducted in Indonesia. Epidemiologic, clinical and biomarker profiles (hematology and inflammatory markers) were compared between groups. The area under the receiver operating characteristic curve (AUROC) for varying biomarker levels was used to characterize performance and determine cut-off values for discrimination of bacterial and mixed CAP versus viral CAP. Diagnostic predictors of bacterial and mixed CAP were assessed by multivariate logistic regression. Results: Diarrhea was more frequently reported in bacterial and mixed CAP, while viral infections more frequently occurred during Indonesia’s rainy season. White blood cell counts (WBC), absolute neutrophil counts (ANC), neutrophil-lymphocyte ratio (NLR), C-reactive protein (CRP), and procalcitonin (PCT) were significantly higher in bacterial and mixed cases. After adjusting for covariates, the following were the most important predictors of bacterial or mixed CAP: rainy season (aOR 0.26; 95% CI 0.08–0.90; p = 0.033), CRP ≥5.70 mg/L (aOR 4.71; 95% CI 1.18–18.74; p = 0.028), and presence of fever (aOR 5.26; 95% CI 1.07–25.91; p = 0.041). The model assessed had a low R-squared (Nagelkerke R2 = 0.490) but good calibration (p = 0.610 for Hosmer Lemeshow test). The combination of CRP and fever had moderate predictive value with sensitivity and specificity of 62.28 and 65.52%, respectively. Conclusion: Combining clinical and laboratory profiles is potentially valuable for discriminating bacterial and mixed from viral pediatric CAP and may guide antibiotic use. Further studies with a larger sample size should be performed to validate this model. Copyright © 2023 Farida, Triasih, Lokida, Mardian, Salim, Wulan, Butar-butar, Sari, Budiman, Hayuningsih, Anam, Dipayana, Mujahidah, Setyati, Aman, Naysilla, Lukman, Diana, Karyana, Kline, Neal, Lane, Kosasih and Lau.
Item Type: | Article |
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Additional Information: | Library Dosen |
Uncontrolled Keywords: | biological marker; C reactive protein; procalcitonin; absolute neutrophil count; allergy; alveolar inflitrate; antibiotic therapy; Article; asthma; bacterial etiology; bacterial pneumonia; blood cell count; blood culture; blood sampling; Bordetella pertussis; chest indrawing; child; childhood; clinical examination; clinical feature; clinical study; cohort analysis; coinfection; community acquired pneumonia; comorbidity; congenital heart disease; consciousness disorder; controlled study; convalescence; cooking; coughing; cyanosis; day care; demographics; developmental delay; diarrhea; dyspnea; female; fever; firewood cooking; groups by age; Haemophilus influenzae; head bobbing; hematology; household; human; Human metapneumovirus; Human respiratory syncytial virus; human tissue; in-hospital mortality; Indonesia; infant; Influenza virus; intercostal retraction; interstitial infiltrate; Klebsiella pneumoniae; laboratory test; length of stay; leukocyte count; limit of detection; logistic regression analysis; low birth weight; lung infiltrate; major clinical study; male; malnutrition; molecular diagnosis; mortality; multivariate logistic regression analysis; nasal flaring; nasopharyngeal swab; neighborhood; neurologic disease; neutrophil lymphocyte ratio; oropharyngeal swab; oxygen saturation; Paramyxovirinae; pediatric intensive care unit; pleura effusion; predictive value; prematurity; prevalence; prospective study; rainy season; rash; receiver operating characteristic; rhonchus; seasonal variation; seizure; sensitivity and specificity; sepsis; serology; serum; sputum; Staphylococcus aureus; Streptococcus pneumoniae; tachypnea; thorax radiography; virus etiology; virus pneumonia; vomiting; waste disposal; wheezing; Youden index |
Subjects: | R Medicine > R Medicine (General) R Medicine > RJ Pediatrics > RJ101 Child Health. Child health services R Medicine > RT Nursing |
Divisions: | Faculty of Medicine, Public Health and Nursing > Public Health and Nutrition |
Depositing User: | Ngesti Gandini |
Date Deposited: | 20 Jun 2024 02:57 |
Last Modified: | 20 Jun 2024 02:57 |
URI: | https://ir.lib.ugm.ac.id/id/eprint/2657 |