Mode
Text Size
Log in / Sign up

Diabetes Prevalence and Clinical Correlates in Hospitalized Heart Failure Patients in ChinaDiabetes is common in hospitalized heart failure patients in China

AI-generated summary of the cited source, checked by automated accuracy review. How we work

Key Takeaway
Note the 23.21% diabetes prevalence in hospitalized HF patients; associated factors are observational, not causal.

This retrospective cohort study analyzed data from 2,008 adults hospitalized with heart failure (HF) at Zigong Fourth People's Hospital in China to determine the prevalence of diabetes and identify associated clinical factors. The prevalence of diabetes was 23.21% (466 out of 2,008 patients; 95% CI: 21.39–25.13).

Using logistic regression and machine learning, several factors were associated with greater odds of diabetes: female sex, higher systolic blood pressure, statin use, elevated white blood cell (WBC) count, and higher serum potassium. In contrast, higher HDL-C was inversely associated with diabetes (OR = 0.53; 95% CI: 0.37–0.76).

No adverse events, serious adverse events, or discontinuations were reported. The study did not assess causality, and the associations should be interpreted as correlational. Limitations include the single-center design and limited contemporary evidence on diabetes in hospitalized HF patients in China.

Clinically, these findings highlight common correlates of diabetes in this population, but they do not establish causal relationships. The results may inform risk stratification, but generalizability beyond the study setting is uncertain.

A research team analyzed data from 2,008 adults hospitalized with heart failure at Zigong Fourth People's Hospital in China. They looked at how common diabetes was among these patients and which health factors were linked to it. The study found that 23.21% of the patients had diabetes. This is a significant portion of the group studied.

The researchers used statistical methods to identify connections between diabetes and other health markers. They found that female sex, higher systolic blood pressure, statin use, elevated white blood cell counts, and higher serum potassium were all associated with greater odds of having diabetes. Interestingly, higher HDL-C (a type of cholesterol) was inversely associated with diabetes, meaning it was linked to lower odds of the condition.

It is important to remember that this was a retrospective study looking at past records. The findings show links between these factors and diabetes but do not prove that one caused the other. The study also notes that evidence on this topic in China remains limited. Readers should view these results as additional information rather than a complete picture, especially since the results come from a single hospital.

What this means for you:
In a Chinese hospital study, 23% of heart failure patients had diabetes; female sex and high blood pressure were linked to higher odds.

Study Details

Study typeCohort
EvidenceLevel 3
PublishedApr 2026
View Original Abstract ↓
BackgroundHeart failure (HF) and diabetes frequently coexist and are associated with worse outcomes, yet contemporary evidence on the prevalence and clinical correlates of diabetes in hospitalized patients with HF in China remains limited.MethodsData for this study were obtained from Zigong Fourth People’s Hospital. A total of 2,008 adults hospitalized with HF were included, of whom 466 had diabetes. Demographic, clinical, hemodynamic and laboratory variables were extracted from the first admission records. We estimated the prevalence of diabetes and used univariate and multivariable logistic regression to identify factors associated with diabetes. Machine learning models were applied to rank variable importance, and restricted cubic splines were used to explore the shapes of these associations. Sex- and age-stratified analyses were further conducted to assess heterogeneity.ResultsThe prevalence of diabetes among hospitalized patients with HF was 23.21% (95% CI: 21.39–25.13). In multivariable models, female sex, higher systolic blood pressure, statin use, elevated white blood cell (WBC) count, and higher serum potassium were associated with greater odds of diabetes, whereas higher high-density lipoprotein cholesterol (HDL-C) was inversely associated with diabetes (OR = 0.53, 95% CI: 0.37–0.76). WBC, potassium and HDL-C consistently ranked among the top contributors in both machine learning models. Restricted cubic splines revealed a nonlinear association between WBC count and diabetes, while potassium and HDL-C showed monotonic relationships. In stratified analyses, potassium and HDL-C remained associated with diabetes in females and in patients aged ≥70 years.ConclusionIn Chinese inpatients with HF, approximately one in four had concomitant diabetes. WBC count, blood pressure, potassium and HDL-C were associated with diabetes status, with some variation across sex and age groups. These findings provide additional evidence on the clinical characteristics associated with diabetes in hospitalized patients with HF.
Free Newsletter

Clinical research that matters. Delivered to your inbox.

Join thousands of clinicians and researchers. No spam, unsubscribe anytime.