Clinical phenotyping of septic shock with latent profile analysis: A retrospective multicenter study

被引:1
作者
Liu, Guanghao [1 ,2 ,3 ]
Wu, Ruoqiong [2 ,4 ]
He, Jun [2 ,4 ]
Xu, Yichang [2 ,4 ]
Han, Li [2 ,4 ]
Yu, Yingying [2 ,4 ]
Zhu, Haibo [1 ,2 ,3 ]
Guo, Yehan [2 ,5 ]
Fu, Hao [2 ,4 ]
Chen, Ting [1 ,2 ,4 ,6 ]
Zheng, Shixiang [2 ,7 ]
Shen, Xiaopei [1 ,2 ,3 ,4 ,5 ]
机构
[1] Fujian Med Univ, Sch Basic Med Sci, Fuzhou 350122, Peoples R China
[2] Fujian Med Univ, Inst Precis Med, Fujian Key Lab Med Bioinformat, Fuzhou 350122, Peoples R China
[3] Fujian Med Univ, Key Lab Gastrointestinal Canc, Minist Educ, Fuzhou 350122, Peoples R China
[4] Fujian Med Univ, Sch Med Technol & Engn, Dept Bioinformat, Fuzhou 350122, Peoples R China
[5] Fujian Med Univ, Sch Med Imaging, Fuzhou 350122, Peoples R China
[6] Tsinghua Univ, Inst Artificial Intelligence, Dept Comp Sci & Technol, BNRist, Beijing 100084, Peoples R China
[7] Fujian Med Univ, Union Hosp, Dept Crit Care Med, Fuzhou 350001, Peoples R China
关键词
Septic shock; Clinical phenotype; Latent profile analysis; SEPSIS; PATHOPHYSIOLOGY;
D O I
10.1016/j.jcrc.2024.154932
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Background: Septic shock (SS) is a highly fatal and heterogeneous syndrome. Identifying distinct clinical phenotypes provides valuable insights into the underlying pathophysiological mechanisms and may help to propose precise clinical management strategies. Methods: Latent profile analysis (LPA), a model-based unsupervised method, was used for phenotyping in the MIMIC cohort, and the model was externally independently validated in the eICU and AUMC cohorts. Results: Three phenotypes, labeled phenotype I, II, and III, were derived. These phenotypes varied in demographics, clinical features, comorbidities, patterns of organ dysfunction, organ support, and prognosis. Phenotype I, characterized by the most severe organ dysfunction (especially liver), the youngest age, and the highest BMI, had the highest mortality (p < 0.001). Phenotype II, with moderate mortality, was characterized by severe renal injury. In contrast, phenotype III, associated with the oldest age and the fewest comorbidities, exhibited significantly lower mortality. Phenotype I patients had the steepest survival curves and demonstrated an ultra-high risk of death, particularly within the first few days after SS onset. Conclusions: The individualized identification of phenotypes is well suited to clinical practice. The three SS phenotypes differed significantly in pathophysiological and clinical outcomes, which are crucial for informing management decisions and prognosis.
引用
收藏
页数:9
相关论文
共 50 条
[41]   Clinical Utilization of Stress Dose Hydrocortisone in Adult Patients With Septic Shock: A Retrospective Observational Study at a Large Academic Medical Center [J].
Sacha, Gretchen L. ;
Chen, Alyssa Y. ;
Palm, Nicole M. ;
Wang, Xiaofeng ;
Li, Manshi ;
Duggal, Abhijit .
JOURNAL OF PHARMACY PRACTICE, 2023, 36 (03) :606-613
[42]   Norepinephrine combined with phenylephrine versus norepinephrine in patients with septic shock: a retrospective cohort study [J].
He, Dan ;
Hu, Hai ;
Hong, Liang ;
Zhang, Luming ;
Lu, Xuehao ;
Gu, Wan-jie ;
Lyu, Jun ;
Yin, Haiyan .
BMC INFECTIOUS DISEASES, 2023, 23 (01)
[43]   A multicenter study of septic shock due to candidemia: outcomes and predictors of mortality [J].
Matteo Bassetti ;
Elda Righi ;
Filippo Ansaldi ;
Maria Merelli ;
Trucchi Cecilia ;
Gennaro De Pascale ;
Ana Diaz-Martin ;
Roberto Luzzati ;
Chiara Rosin ;
Leonel Lagunes ;
Enrico Maria Trecarichi ;
Maurizio Sanguinetti ;
Brunella Posteraro ;
Jose Garnacho-Montero ;
Assunta Sartor ;
Jordi Rello ;
Giorgio Della Rocca ;
Massimo Antonelli ;
Mario Tumbarello .
Intensive Care Medicine, 2014, 40 :839-845
[44]   A multicenter study of septic shock due to candidemia: outcomes and predictors of mortality [J].
Bassetti, Matteo ;
Righi, Elda ;
Ansaldi, Filippo ;
Merelli, Maria ;
Cecilia, Trucchi ;
De Pascale, Gennaro ;
Diaz-Martin, Ana ;
Luzzati, Roberto ;
Rosin, Chiara ;
Lagunes, Leonel ;
Trecarichi, Enrico Maria ;
Sanguinetti, Maurizio ;
Posteraro, Brunella ;
Garnacho-Montero, Jose ;
Sartor, Assunta ;
Rello, Jordi ;
Della Rocca, Giorgio ;
Antonelli, Massimo ;
Tumbarello, Mario .
INTENSIVE CARE MEDICINE, 2014, 40 (06) :839-845
[45]   Vascular Reactivity Index as an Effective Predictor of Mortality in Patients With Septic Shock: A Retrospective Study [J].
Jingyi, Sun ;
Cunliang, Gao ;
Biao, Chen ;
Yingguang, Xie ;
Jinluan, Ma ;
Xiaohua, Cao ;
Wenqiang, Li .
JOURNAL OF INTENSIVE CARE MEDICINE, 2024, 39 (08) :794-800
[46]   Sepsis - Retrospective Observational Study of Sepsis and Septic Shock treated in internal medicine wards [J].
Santos, Sonia ;
Ponciano, Ana ;
Monteiro, Joana Raquel ;
Pinhal, Fernanda ;
Leite, Jose ;
Fernandes, Celio .
GALICIA CLINICA, 2020, 81 (03) :70-74
[47]   Norepinephrine combined with phenylephrine versus norepinephrine in patients with septic shock: a retrospective cohort study [J].
Dan He ;
Hai Hu ;
Liang Hong ;
Luming Zhang ;
Xuehao Lu ;
Wan-jie Gu ;
Jun Lyu ;
Haiyan Yin .
BMC Infectious Diseases, 23
[48]   Influence of lymphopenia on long-term mortality in septic shock, a retrospective observational study [J].
Rico-Feijoo, J. ;
Bermejo-Martin, J. F. ;
Perez-Gonzalez, A. ;
Martin-Alfonso, S. ;
Aldecoa, C. .
REVISTA ESPANOLA DE ANESTESIOLOGIA Y REANIMACION, 2024, 71 (05) :368-378
[49]   Resuscitation With Vitamin C, Hydrocortisone, and Thiamin in Children With Septic Shock: A Multicenter Randomized Pilot Study [J].
Schlapbach, Luregn J. ;
Raman, Sainath ;
Buckley, David ;
George, Shane ;
King, Megan ;
Ridolfi, Roberta ;
Harley, Amanda ;
Cree, Michele ;
Long, Debbie ;
Erickson, Simon ;
Singh, Puneet ;
Festa, Marino ;
Gibbons, Kristen ;
Bellomo, Rinaldo .
PEDIATRIC CRITICAL CARE MEDICINE, 2024, 25 (02) :159-170
[50]   Early intubation and patient-centered outcomes in septic shock: a secondary analysis of a prospective multicenter study [J].
Ricard Mellado-Artigas ;
Carlos Ferrando ;
Frédéric Martino ;
Agathe Delbove ;
Bruno L. Ferreyro ;
Cedric Darreau ;
Sophie Jacquier ;
Laurent Brochard ;
Nicolas Lerolle .
Critical Care, 26