{
  "abstract": "Background The Forrester classification remains a cornerstone for assessing haemodynamic status in heart failure, yet its clinical application is restricted by the invasiveness of right heart catheterisation. This study aimed to develop a novel, non-invasive and reproducible alternative by integrating bioelectrical impedance analysis (BIA) and pulse wave analysis (PWA).Method We conducted a retrospective study of consecutive patients admitted to our cardiology department between January 2020 and December 2022 who underwent PWA within 1 month of BIA. Systolic time intervals (STIs) were calculated as the ratio of pre-ejection period to left ventricular ejection time using PWA. Patients were classified into four virtual Forrester profiles— Warm and Dry, Warm and Wet, Cold and Dry, and Cold and Wet—based on STI and extracellular water/total body water thresholds. The primary endpoint was major adverse cardiovascular events (MACEs).Results Among 558 patients with available STI and BIA data, 161, 209, 90 and 98 were classified as Warm and Dry, Warm and Wet, Cold and Dry, and Cold and Wet, respectively. Wet groups were older, had higher B-type natriuretic peptide, lower skeletal muscle mass and haemoglobin and more renal impairment, whereas Cold groups exhibited lower left ventricular ejection fraction. During follow-up, 84 MACEs occurred. Kaplan-Meier analysis showed significant differences in MACE-free survival among the four profiles (log-rank p=0.01), with Warm and Dry having the most favourable prognosis.Conclusion The proposed virtual Forrester profiling integrating BIA and PWA provides a practical, quantitative and reproducible framework for non-invasive haemodynamic assessment.",
  "authors": [
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Tomoaki Nishikawa"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Akinori Higaki"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Keisho Kurokawa"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Arisa Abe"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Rikako Horie"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Ryo Miyabe"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Yasuhisa Nakao"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Tomoki Fujisawa"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Yusuke Akazawa"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Toru Miyoshi"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Hiroshi Kawakami"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Haruhiko Higashi"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Shunsuke Tamaki"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Kazuhisa Nishimura"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Katsuji Inoue"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Shuntaro Ikeda"
    },
    {
      "affiliations": [
        "Department of Cardiology, Pulmonology, Hypertension & Nephrology, Ehime University Graduate School of Medicine, Toon, Japan"
      ],
      "name": "Osamu Yamaguchi"
    }
  ],
  "title": "Complementary cardiac functional assessment using systolic time intervals and bioelectrical impedance analysis",
  "uid": "7401f907-5f58-5226-8cd1-da27166e8f7b"
}