A41 R65.1 R57.2
Conditions
Interventions
Sponsors
Eligibility
Inclusion criteria
Inclusion criteria: Admission to an intensive care unit at the study center during the defined study period Age = 18 years Fulfillment of Sepsis-3 criteria for sepsis or septic shock Clinical suspicion of infection with initiation of antibiotic therapy and blood culture sampling Organ dysfunction defined by SOFA score = 2 Availability of relevant routine clinical data in the PDMS (vital signs, laboratory parameters, medications, longitudinal data)
Exclusion criteria
Exclusion criteria: incomplete or missing core clinical data precluding statistical analysis or subtype classification Duplicate patient entries (only first ICU admission considered) Age < 18 years Withdrawal of consent for secondary use of clinical data, if applicable under data protection regulations
Design outcomes
Primary
| Measure | Time frame |
|---|---|
| Identification and definition of clinically homogeneous subtypes of sepsis and septic shock using data-driven statistical modeling and unsupervised clustering based on routinely collected clinical variables. | — |
Secondary
| Measure | Time frame |
|---|---|
| Characterization of subtype-specific clinical features (vital signs, laboratory parameters, medications, microbiology, scores, comorbidities). Comparison of clinical trajectories and outcomes between subtypes (e.g., organ dysfunction/SOFA, vasopressor requirement, duration of mechanical ventilation, ICU and hospital length of stay, mortality). Assessment of robustness and reproducibility of identified clusters (internal validation). Exploratory identification of predictors of subtype assignment. | — |
Countries
Germany
Contacts
TUM Universitätsklinikum