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Phenotyping cardiogenic shock that showed different clinical outcomes and responses to vasopressor use: a latent
Yue Yu1, Jin Rao1, Qiumeng Xu2
1Department of Cardiothoracic Surgery, Changzheng Hospital, Naval Medical University, Shanghai, China.
Insights
This study identified three distinct cardiogenic shock (CS) phenotypes in patients with acute myocardial infarction. Different CS profiles exhibited varying mortality risks and responses to vasopressor therapy, highlighting the need for personalized treatment strategies.
Area of Science:
- Cardiology
- Intensive Care Medicine
- Medical Informatics
Background:
- Cardiogenic shock (CS) is recognized for its heterogeneity in severity and treatment response.
- Understanding CS phenotypes is crucial for optimizing patient outcomes.
Purpose of the Study:
- To identify distinct cardiogenic shock (CS) phenotypes.
- To investigate the association between CS phenotypes and patient outcomes.
- To analyze the differential response of CS phenotypes to vasopressor therapy.
Main Methods:
- Latent profile analysis (LPA) was employed to identify CS phenotypes.
- Multivariable logistic regression (LR) was used to assess the association between vasopressor use and mortality.
- Data were sourced from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database, including 630 patients with CS post-acute myocardial infarction (AMI).
Main Results:
- Three CS phenotypes were identified: Profile 1 (baseline), Profile 2 (older, comorbid, worse renal function), and Profile 3 (SIRS-related, acid-base disturbance).
- Profile 3 exhibited the highest in-hospital mortality (45.9%), followed by Profile 2 (43.3%) and Profile 1 (16.6%).
- Profiles 2 and 3 were independently associated with increased in-hospital mortality risk (OR 3.95 and 3.90, respectively). Vasopressor use improved mortality risk in Profiles 2 and 3, but not in Profile 1.
Conclusions:
- Distinct CS phenotypes exist, characterized by different clinical profiles and prognoses.
- Phenotype is an independent predictor of outcomes in CS patients.
- Tailored vasopressor strategies based on CS phenotype may improve patient survival.
Background:
Cardiogenic shock (CS) is increasingly recognized as heterogeneous in its severity and response to therapies. This study aimed to identify CS phenotypes and their responses to the use of vasopressors.
Method:
The current study included patients with CS complicating acute myocardial infarction (AMI) at the time of admission from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. Laboratory and clinical variables were collected and used to conduct latent profile (LPA) analysis. Furthermore, we used a multivariable logistic regression (LR) model to explore the independent association between the use of vasopressors and endpoints.
Result:
A total of 630 eligible patients with CS after AMI were enrolled in the study. The LPA identified three profiles of CS: profile 1 (n = 259, 37.5%) was considered as the baseline group; profile 2 (n = 261, 37.8%) was characterized by advanced age, more comorbidities, and worse renal function; and profile 3 (n = 170, 24.6%) was characterized by systemic inflammatory response syndrome (SIRS)-related indexes and acid-base balance disturbance. Profile 3 showed the highest all-cause in-hospital mortality rate (45.9%), followed by profile 2 (43.3%), and profile 1 (16.6%). The LR analyses showed that the phenotype of CS was an independent prognostic factor for outcomes, and profiles 2 and 3 were significantly associated with a higher risk of in-hospital mortality (profile 2: odds ratio [OR] 3.95, 95% confidence interval [CI] 2.61-5.97, p < 0.001; profile 3: OR 3.90, 95%CI 2.48-6.13, p < 0.001) compared with profile 1. Vasopressor use was associated with an improved risk of in-hospital mortality for profile 2 (OR: 2.03, 95% CI: 1.15-3.60, p = 0.015) and profile 3 (OR: 2.91, 95% CI: 1.02-8.32, p = 0.047), respectively. The results of vasopressor use showed no significance for profile 1.
Conclusion:
Three phenotypes of CS were identified, which showed different outcomes and responses to vasopressor use.
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