Cardiovascular

Detection of previously undiagnosed conditions in midlife preventive health examinations.

TL;DR

Preventive health screenings revealed that 41% of middle-aged adults had at least one previously undiagnosed suspected condition, with elevated LDL cholesterol and hypertension being the most frequent findings, suggesting such screenings offer significant value for targeted risk groups in midlife.

Key Findings

41% of middle-aged adults undergoing preventive health examinations had at least one newly identified suspected diagnosis.

  • Total sample size was 1,040 adults aged 45-59 years (mean age 52.93 years, SD = 4.17).
  • 421 participants (41%) had at least one newly identified suspected diagnosis.
  • 61% of participants were male (n = 631).
  • Suspected diagnoses were defined by clinical thresholds including LDL > 116 mg/dl, hypertension ≥ 140/90 mmHg, and HbA1c > 6.0%.

Elevated LDL cholesterol was the most frequent newly identified suspected diagnosis, found in 28% of participants.

  • 287 participants (28%) had newly identified elevated LDL cholesterol.
  • The threshold used to define elevated LDL cholesterol was LDL > 116 mg/dl.
  • This was the single most common finding among all suspected diagnoses identified.

Hypertension was the second most frequent newly identified suspected diagnosis, found in 9% of participants.

  • 93 participants (9%) had newly identified suspected hypertension.
  • Hypertension was defined by a threshold of ≥ 140/90 mmHg.
  • Hypertension was one of the two primary binary outcomes examined in multivariable logistic regression analyses.

Male sex was associated with significantly higher odds of having any suspected diagnosis and specifically of having hypertension.

  • Male sex was associated with higher odds of any suspected diagnosis (OR: 1.42; 95%-CI: 1.09–1.85).
  • Male sex was associated with higher odds of hypertension specifically (OR: 2.24; 95%-CI: 1.31–3.99).
  • These associations were identified through multivariable logistic regression analyses.

BMI was positively associated with hypertension and showed a weak positive association with elevated cholesterol.

  • BMI was associated with hypertension (OR: 1.15; 95%-CI: 1.08–1.21).
  • BMI showed a weak association with elevated cholesterol (OR: 1.04; 95%-CI: 1.00–1.08).
  • Both associations were identified in multivariable logistic regression analyses.

Having had a recent blood test was associated with lower odds of having any newly suspected findings.

  • A recent blood test was linked to lower odds of any suspected findings (OR: 0.65; 95%-CI: 0.50–0.84).
  • This finding suggests that individuals with more recent healthcare contact were less likely to have undiagnosed conditions detected.
  • The authors note this is consistent with the interpretation that limited healthcare contact is a risk factor for undiagnosed conditions.

A family history of dyslipidemia was associated with higher odds of having elevated cholesterol identified.

  • Family history of dyslipidemia was associated with elevated cholesterol (OR: 1.55; 95%-CI: 1.01–2.40).
  • This was identified through multivariable logistic regression analysis.
  • No other consistent associations were observed for lifestyle factors across outcomes.

No consistent associations were observed between lifestyle factors and the suspected diagnoses identified.

  • The paper states: 'No consistent associations were observed for lifestyle factors.'
  • Outcomes analyzed included any suspected diagnosis, hypertension, and elevated cholesterol.
  • This finding suggests that lifestyle self-report alone may not reliably identify individuals with undiagnosed conditions in this population.

The study used a cross-sectional design with standardized preventive clinical examinations including self-reported histories and objective laboratory tests.

  • Examinations comprised self-reported medical histories, anamneses, previous medical records, and laboratory tests.
  • Laboratory tests included LDL cholesterol, blood pressure, HbA1c, and TSH.
  • The sample included 1,040 adults aged 45–59 years.
  • Multivariable logistic regression was used to analyze associations between multiple variables and three binary outcomes.

What This Means

This research suggests that routine preventive health check-ups for middle-aged adults can uncover a surprisingly large number of health conditions that people don't know they have. In a study of over 1,000 adults between the ages of 45 and 59, more than 4 in 10 participants were found to have at least one previously unidentified health concern — most commonly high LDL ('bad') cholesterol (found in 28% of participants) and high blood pressure (found in 9%). These conditions had not been previously documented in their medical records, meaning they were going untreated. The research also identified certain groups more likely to have undetected conditions. Men were more than twice as likely as women to have undiagnosed high blood pressure, and people with higher BMI also faced elevated risk. Notably, people who had received a blood test recently were less likely to have newly detected conditions, suggesting that those with less frequent contact with the healthcare system are particularly at risk of missing diagnoses. Family history of cholesterol problems was also linked to a higher chance of having elevated cholesterol detected. This research suggests that targeted preventive screenings — especially for middle-aged adults who do not regularly see a doctor — could play an important role in catching conditions like high blood pressure and high cholesterol before they lead to serious health events such as heart attacks or strokes. The authors note that further research is needed to understand whether these screenings lead to better long-term health outcomes and whether they are cost-effective on a larger scale.

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Citation

Kalski L, Hafermann L, Pulst Caliman T, Greiß F, Karathanos A, Pächter C, et al.. (2026). Detection of previously undiagnosed conditions in midlife preventive health examinations.. Scientific reports. https://doi.org/10.1038/s41598-026-53658-2