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January 22, 2026PLoS ONE1 citationsOpen Access

Prognostic value of the white blood cell-to-hemoglobin ratio (WBC/Hb) for inhospital mortality: Insights from a retrospective cohort study in Uganda

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CWChanghui WuKKKuule Julius KabbaliKRKamugisha Richard

Key Points

  • This study aims to evaluate the prognostic value of the white blood cell-to-hemoglobin ratio (WBC/Hb) for predicting in-hospital mortality in a Ugandan medical facility.
  • Retrospective analysis of patients admitted to a medical ward from January to June 2024
  • Collected demographic, clinical, and laboratory data including WBC count and hemoglobin on admission
  • Patients categorized into three WBC/Hb subgroups and analyzed for risk assessment using hazard ratios and AUC.
  • 226 patients included, with 19.9% experiencing in-hospital mortality
  • Mean WBC/Hb ratio was 1.04 ± 1.22 × 10⁹ cells/L per g/dL
  • Higher WBC/Hb ratio associated with increased risk of in-hospital mortality (HR 1.19 for a standard increase)
  • Stratification showed significantly higher risks for WBC/Hb groups compared to the reference group,

Abstract

Background The white blood cell-to-hemoglobin ratio(WBC/Hb), composite marker derived from routine laboratory parameters, may offer unique prognostic value by integrating systemic inflammation and physiological reserve. This study investigates its association with inhospital mortality(IHM) in a resource-limited medical setting. Methods We retrospectively enrolled patients admitted to medical ward of Naguru regional referral Hospital-Uganda, between January and June 2024. Data on demographics, clinical status, and lab results, including WBC-count and hemoglobin, were extracted on admission. The primary outcome was IHM. Patients were categorized into three WBC/Hb subgroups. Hazard ratios(HR) and Area Under the Curve(AUC) assessed its prognostic value, adjusting fully for age, sex, comorbidities, and admission diagnoses. Results Overall, 226 patients were included(mean age 45.35 ± 18.85yrs, 54.4% female). The mean WBC/Hb ratio was 1.04 ± 1.22 × 10⁹ cells/L per g/dL, and IHM rate was 19.9%. Per-standard increase of WBC/Hb(2.22 × 10⁹ cells/L per g/dL) was associated with high-risk of IHM (HR 1.19, 95% CI 1.00–1.44; p = 0.012). The Results were similar when stratified into three groups (<0.55, 0.55–1.00, and ≥1.00 × 10⁹ cells/L per g/dL), compared with the reference group(<0.55), 0.55–1.00 group (HR 2.81, 95% CI 1.06–7.43; p = 0.037) and ≥1.00 group (HR 2.82, 95% CI 1.05–7.57; p = 0.040) had significantly high-risks of IHM. WBC/Hb demonstrated predictive value for IHM with AUC of 0.701 (95% CI 0.550–0.718). Conclusion WBC/Hb, readily available and cost-effective marker, was associated with IHM. Incorporated into routine clinical assessments could improve risk stratification, especially in resource-limited settings. Prospective studies are needed to validate these findings and assess its broader utility.

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Cite This Study

Wu et al. (2026) studied this question.

synapsesocial.com/papers/6971bdad642b1836717e25d5https://doi.org/10.1371/journal.pone.0340363
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