Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study - Scorecard - MDSpire

Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study

  • By

  • Ziang Li

  • Wanglin Zhang

  • Kanlirong Wang

  • Tong Jin

  • Liqun Sun

  • June 15, 2026

  • 0 min

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Clinical Scorecard: Creation and external assessment of a simplified model utilizing the lactate-to-diastolic blood pressure ratio for predicting 28-day mortality risk in patients with septic shock: a retrospective analysis involving two cohorts

At a Glance

CategoryDetail
ConditionSeptic Shock
Key MechanismsLactate-to-diastolic blood pressure ratio (LDR) as a predictor of mortality
Target PopulationPatients with septic shock requiring invasive arterial monitoring
Care SettingIntensive Care Unit (ICU)

Key Highlights

  • LDR × 100 predicts 28-day mortality in septic shock patients.
  • Mortality rates were 29.7% in the development cohort and 26.0% in the validation cohort.
  • LDR × 100 showed AUCs of 0.726 and 0.714 for discrimination in the two cohorts.
  • Calibration drift indicates the need for local recalibration of risk estimates.
  • LDR is intended for use in patients with invasive monitoring, not general septic shock patients.

Guideline-Based Recommendations

Diagnosis

  • Use Sepsis-3 criteria for diagnosing septic shock.

Management

  • Initiate continuous vasopressor infusion based on lactate levels and diastolic blood pressure.

Monitoring & Follow-up

  • Monitor lactate and invasive diastolic blood pressure to calculate LDR.

Risks

  • Patients with lactate <4.0 mmol/L and DBP <50 mmHg have higher mortality.

Patient & Prescribing Data

Adults meeting Sepsis-3 criteria for septic shock.

LDR provides a simple bedside marker for risk stratification at vasopressor initiation.

Clinical Best Practices

  • Utilize LDR as a complementary assessment tool in the lactate gray zone.
  • Ensure invasive arterial monitoring is in place before applying LDR.

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