Development and validation of a prediction model for 1-year all-cause rehospitalisation after discharge in patients with heart failure with preserved ejection fraction based on the systemic immune-inflammation index - Scorecard - MDSpire

Development and validation of a prediction model for 1-year all-cause rehospitalisation after discharge in patients with heart failure with preserved ejection fraction based on the systemic immune-inflammation index

  • By

  • Pan Chen

  • Xiaoyan Yin

  • Boshi Liu

  • Lei Ren

  • May 8, 2026

  • 0 min

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Clinical Scorecard: Creation and assessment of a predictive model for 1-year all-cause readmission following discharge in heart failure patients with preserved ejection fraction utilizing the systemic immune-inflammation index

At a Glance

CategoryDetail
ConditionHeart Failure with Preserved Ejection Fraction (HFpEF)
Key MechanismsSystemic immune-inflammation index (SII), NT-proBNP, renal function, lipoprotein(a), hypertension
Target PopulationPatients with HFpEF aged ≥18 years
Care SettingSingle-center observational study at Fuyang People's Hospital

Key Highlights

  • Model developed to predict 1-year all-cause readmission in HFpEF patients
  • Strong discrimination with AUC of 0.8468 in training cohort and 0.8302 in validation cohort
  • Key predictors include LnSII, LnNT-proBNP, LnLp(a), GFR, and hypertension
  • Sensitivity and specificity at optimal threshold: 0.7101 and 0.8993 (training), 0.5333 and 0.8750 (validation)
  • Calibration deemed acceptable via Hosmer–Lemeshow test

Guideline-Based Recommendations

Diagnosis

  • Confirm diagnosis of HFpEF per 2022 AHA/ACC/HFSA guidelines

Management

  • Utilize predictive model for risk stratification in clinical settings

Monitoring & Follow-up

  • Follow-up on rehospitalization rates within 1 year post-discharge

Risks

  • Consider systemic inflammation and renal function as significant risk factors

Patient & Prescribing Data

Patients with HFpEF treated at Fuyang People's Hospital

Incorporate SII and other biomarkers in treatment planning

Clinical Best Practices

  • Employ the predictive model for personalized risk assessment
  • Monitor inflammatory markers and renal function in HFpEF patients
  • Ensure comprehensive follow-up to minimize readmission rates

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