Developing Augmented Pro-SOFA and Pro-SAPS Models by Integrating Biomarkers PCT, NLR, and CRP with SOFA and SAPS-III Scores

被引:1
作者
Nandakumar, Anandakrishnan [1 ]
Sudeep, Shashank [2 ]
Sreemohan, Aryalakshmi Chakkalamparambath [3 ]
Vijayakumar, Sreedhar [4 ]
Sudhakaran, Gayathri Jayasree [3 ]
Gutjahr, Georg [5 ]
Pathinaruporthi, Rahul K. [4 ]
Balachandran, Sabarish [6 ]
Chandra, Subash [2 ]
Purushothaman, Shyam Sundar [7 ]
Mohamed, Zubair U. [8 ]
Nair, Sashi N. [9 ]
Moni, Merlin [3 ]
Sathyapalan, Dipu [3 ]
机构
[1] Amrita Vishwa Vidyapeetham, Dept Math, Amritapuri Campus, Kollam, Kerala, India
[2] Amrita Inst Med Sci & Res Ctr, Dept Gen Med, Kochi, Kerala, India
[3] Amrita Inst Med Sci & Res Ctr, Dept Infect Dis, Kochi, Kerala, India
[4] Amrita Vishwa Vidyapeetham, Amrita Ctr Wireless Networks & Applicat, Kollam, Kerala, India
[5] Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam 690525, Kerala, India
[6] Amrita Inst Med Sci & Res Ctr, Dept Emergency Med, Kochi, Kerala, India
[7] Amrita Inst Med Sci & Res Ctr, Dept Anaesthesiol & Crit Care, Kochi, Kerala, India
[8] Amrita Inst Med Sci & Res Ctr, Dept Anaesthesia & Crit Care, Kochi, Kerala, India
[9] Univ Minnesota, Dept Infect Dis, Sch Med, Minneapolis, MN 55455 USA
关键词
Augmented models; Biomarkers; C -reactive protein; Intensive care unit; Neutrophil-to-lymphocyte ratio; Procalcitonin; Simplified; HOSPITAL MORTALITY; SEVERE SEPSIS; PATIENT; ICU;
D O I
10.5005/jp-journals-10071-24807
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Background: Sepsis, a life-threatening condition characterized by a dysregulated immune response to infection, remains a significant clinical challenge globally. This study aims to enhance the predictive accuracy of existing sepsis severity scores by developing augmented versions of the SOFA and SAPS-III models, termed Pro-SOFA and Pro-SAPS, through the integration of biomarkers procalcitonin (PCT), neutrophil-tolymphocyte ratio (NLR), and C-reactive protein (CRP). Methods: This prospective observational study was conducted in the medical ICU of a tertiary care hospital in southern India from August 2022 to December 2023. A total of 301 adult patients suspected or confirmed to have sepsis were assessed for eligibility, with 171 patients completing the study. Demographic and clinical data were collected; SOFA and SAPS-III scores were calculated and augmented with PCT, NLR, and CRP to develop Pro-SOFA and Pro-SAPS models. The performance of these models was evaluated using Brier scores, AUC, and net reclassification index (NRI). Results: The augmented Pro-SOFA and Pro-SAPS models demonstrated superior predictive accuracy compared to their original counterparts. The Brier scores for Pro-SOFA and Pro-SAPS were 0.181 and 0.165, respectively, indicating better calibration than the original scores. The Pro- SAPS showed significant improvement over the original SAPS-III score (NRI = 0.50, SE = 0.14, p < 0.01). Similarly, Pro-SOFA outperformed the original SOFA (NRI = 0.49, SE = 0.13, p < 0.01). Conclusion and clinical significance: Integrating PCT, CRP, and NLR with SOFA and SAPS-III scores to develop Pro-SOFA and Pro-SAPS significantly improves the predictive accuracy for sepsis mortality and can thus potentially improve sepsis outcomes.
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收藏
页码:935 / 941
页数:7
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