Identification of distinct clinical phenotypes in mechanically ventilated patients with acute brain dysfunction using cluster analysis

被引:6
作者
Souza-Dantas, Vicente Ces [1 ]
Dal-Pizzol, Felipe [2 ,3 ,4 ]
Tomasi, Cristiane D. [2 ,3 ,4 ,5 ,6 ]
Spector, Nelson [1 ]
Soares, Marcio [7 ,8 ]
Bozza, Fernando A. [7 ,9 ]
Povoa, Pedro [10 ,11 ]
Salluh, Jorge I. F. [7 ,8 ]
机构
[1] Univ Fed Rio de Janeiro, Sch Med, Rua Prof Paulo Rocco 255,Cidade Univ, Rio De Janeiro, Brazil
[2] Univ Extremo Sul Catarinense, Lab Fisiopatol Expt, Programa Posgrad Ciencias Saude, Ave Univ, Criciuma, SC, Brazil
[3] Sao Jose Hosp, Intens Care Unit, Criciuma, SC, Brazil
[4] Sao Jose Hosp, Res Ctr, Rua Coronel Pedro Benedet, Criciuma, SC, Brazil
[5] Nucleo Estudos & Pesquisas Integralidade & Saude, Criciuma, SC, Brazil
[6] Univ Extremo Sul Catarinense, Programa Posgrad Saude Colet, Ave Univ 1105, Criciuma, SC, Brazil
[7] Dor Inst Res & Educ, Rua Diniz Cordeiro 30, Botafogo, Brazil
[8] Inst Nacl Canc, Postgrad Program, Praca Cruz Vermelha 23, Rio De Janeiro, Brazil
[9] Oswaldo Cruz Fdn FIOCRUZ, Natl Inst Infect Dis Evandro Chagas, Rio De Janeiro, Brazil
[10] Sao Francisco Xavier Hosp, Ctr Hosp Lisboa Ocident, Polyvalent Intens Care Unit, Estr Forte Alto Duque, Lisbon, Portugal
[11] Univ Nova Lisboa, NOVA Med Sch, CEDOC, Campo Martires Patria 130, Lisbon, Portugal
关键词
acute brain dysfunction; cluster analysis; C-reactive protein; critically ill patients; C-REACTIVE PROTEIN; INTENSIVE-CARE-UNIT; POSTOPERATIVE DELIRIUM; PORTUGUESE VERSIONS; SEDATION; RELIABILITY; VALIDITY; ICU; PREDICTION; MORTALITY;
D O I
10.1097/MD.0000000000020041
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Acute brain dysfunction (ABD) is a frequent and severe syndrome occurring in critically ill patients and early identification of high-risk patients is paramount. In the present analysis, we propose a clinically applicable model for early phenotype identification of ABD at the bedside in mechanically ventilated patients, improving the recognition of patients with prolonged ABD. Prospective cohort with 629 mechanically ventilated patients in two medical-surgical intensive care units at academic centers. We applied cluster analysis to identify phenotypes using clinical and biological data. We then tested the association of phenotypes and its respective clinical outcomes. We performed a validation on a new cohort of patients select on subsequent patients admitted to the participants intensive care units. A model with 3 phenotypes best described the study population. A 4-variable model including medical admission, sepsis diagnosis, simplified acute physiologic score II and basal serum C-reactive protein (CRP) accurately classified each phenotype (area under curve 0.82; 95% CI, 0.79-0.86). Phenotype A had the shorter duration of ABD (median, 1 day), while phenotypes B and C had progressively longer duration of ABD (median, 3 and 6 days, respectively;P < .0001). There was an association between the duration of ABD and the baseline CRP levels and simplified acute physiology score II score (sensitivity and specificity of 80%). To increase the sensitivity of the model, we added CRP kinetics. By day 1, a CRP < 1.0 times the initial level was associated with a shorter duration of ABD (specificity 0.98). A model based on widely available clinical variables could provide phenotypes associated with the duration of ABD. Phenotypes with longer duration of ABD (phenotypes B and C) are characterized by more severe inflammation and by significantly worse clinical outcomes.
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页数:7
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