Routine laboratory biomarkers used to predict Gram-positive or Gram-negative bacteria involved in bloodstream infections

被引:9
|
作者
Dambroso-Altafini, Daniela [1 ,3 ]
Menegucci, Thatiany C. [2 ]
Costa, Bruno B. [3 ]
Moreira, Rafael R. B. [3 ]
Nishiyama, Sheila A. B. [1 ]
Mazucheli, Josmar [4 ]
Tognim, Maria C. B. [1 ]
机构
[1] Univ Estadual Maringa, Dept Basic Hlth Sci, Lab Microbiol, Ave Colombo 5790, BR-87020900 Maringa, Parana, Brazil
[2] Univ Paranaense, Dept Med, Umuarama, Parana, Brazil
[3] Univ Estadual Maringa, Maringa Univ Hosp, Maringa, Parana, Brazil
[4] Univ Estadual Maringa, Dept Stat, Maringa, Parana, Brazil
关键词
EMERGENCY-DEPARTMENT; SEPSIS; MORTALITY; CULTURES; PROTEIN;
D O I
10.1038/s41598-022-19643-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study evaluated routine laboratory biomarkers (RLB) to predict the infectious bacterial group, Gram-positive (GP) or Gram-negative (GN) associated with bloodstream infection (BSI) before the result of blood culture (BC). A total of 13,574 BC of 6787 patients (217 BSI-GP and 238 BSI-GN) and 68 different RLB from these were analyzed. The logistic regression model was built considering BSI-GP or BSI-GN as response variable and RLB as covariates. After four filters applied total of 320 patients and 16 RLB remained in the Complete-Model-CM, and 4 RLB in the Reduced-Model-RM (RLB p > 0.05 excluded). In the RM, only platelets, creatinine, mean corpuscular hemoglobin and erythrocytes were used. The reproductivity of both models were applied to a test bank of 2019. The new model presented values to predict BSI-GN of the area under the curve (AUC) of 0.72 and 0.69 for CM and RM, respectively; with sensitivity of 0.62 and 0.61 (CM and RM) and specificity of 0.67 for both. These data confirm the discriminatory capacity of the new models for BSI-GN (p = 0.64). AUC of 0.69 using only 4 RLB, associated with the patient's clinical data could be useful for better targeted antimicrobial therapy in BSI.
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页数:11
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