Cardiovascular

Latent profile and associated factors of digital health literacy among patients with coronary heart disease: a cross-sectional study.

TL;DR

Digital health literacy among patients with coronary heart disease was generally low and exhibited significant heterogeneity across three distinct profiles, with older age associated with lower literacy and higher education, urban residence, greater social support, and stronger health beliefs associated with higher digital health literacy profiles.

Key Findings

The mean digital health literacy score among coronary heart disease patients was 19.27, indicating a relatively low level.

  • Mean score was 19.27 (SD = 9.27) on the Chinese version of the Digital Health Literacy Scale
  • Sample consisted of 341 patients with coronary heart disease recruited from a tertiary hospital in the Guangxi region
  • Mean age of participants was 63.38 years (SD = 9.96)
  • Data were collected from March to May 2025 using convenience sampling

Latent profile analysis identified three distinct digital health literacy profiles among coronary heart disease patients.

  • C1 was labeled 'Low Literacy, Passive Reception Type' and comprised 48.1% of participants, the largest subgroup
  • C2 was labeled 'Moderate Literacy, Application but Poor Appraisal Type' and comprised 31.7% of participants
  • C3 was labeled 'High Literacy, Autonomous Decision-Making Type' and comprised 20.2% of participants
  • LPA was conducted using Mplus 8.3 software

Older age was associated with membership in lower digital health literacy profiles.

  • The association between older age and lower digital health literacy was statistically significant (p < 0.05)
  • This finding was identified through multinomial logistic regression analysis using SPSS 27.0
  • The mean age of the full sample was 63.38 years (SD = 9.96), reflecting a predominantly older patient population

Higher education level, urban residence, greater social support, and stronger health beliefs were each associated with membership in higher digital health literacy profiles.

  • All four factors were statistically significant (p < 0.05) in multinomial logistic regression analysis
  • Social support was measured using the Social Support Rating Scale
  • Health beliefs were measured using the Health Belief Model Scale
  • Education level and urban versus non-urban residence were captured via a general information questionnaire

Digital health literacy among coronary heart disease patients exhibited significant heterogeneity across identified subgroups.

  • Nearly half of patients (48.1%) fell into the lowest literacy profile characterized by passive reception
  • Only 20.2% of patients reached the highest literacy profile characterized by autonomous decision-making
  • The three profiles differed in both level of digital health literacy and qualitative characteristics such as appraisal ability and decision-making autonomy
  • The authors concluded that tailored interventions based on subgroup characteristics are needed

What This Means

This research suggests that among patients with coronary heart disease in China, the ability to find, understand, and use digital health information — known as digital health literacy — is generally quite low. Researchers surveyed 341 patients at a hospital in the Guangxi region and found an average digital health literacy score that the authors characterized as relatively low. Using a statistical method called latent profile analysis, they identified three distinct groups: nearly half of patients (48%) were in a 'low literacy, passive reception' group who struggled to actively engage with digital health information; about 32% were in a moderate group who could apply some digital tools but had difficulty critically evaluating information; and only about 20% were in a high-literacy group capable of making independent, informed decisions using digital resources. The study also identified several factors linked to these different groups. Older patients were more likely to fall into the lower literacy groups, while patients with higher levels of formal education, those living in urban areas, those with stronger social support networks, and those with stronger health beliefs were more likely to belong to higher literacy groups. These findings held up in multivariate statistical analyses that accounted for multiple factors simultaneously. This research suggests that healthcare providers working with heart disease patients should not treat digital health literacy as uniform across patients. Instead, targeted interventions may be needed — for example, extra support for older or rural patients who are more likely to struggle with digital health tools. Improving digital health literacy could potentially help patients better manage their condition through online resources, telehealth, and health apps, but the finding that nearly half of this patient population falls into the lowest literacy category highlights a significant gap that warrants attention.

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Citation

Luo L, Liao T, Gan Y, Yi M, Zou B, Lu Y, et al.. (2026). Latent profile and associated factors of digital health literacy among patients with coronary heart disease: a cross-sectional study.. Frontiers in public health. https://doi.org/10.3389/fpubh.2026.1844333