Skip to content

Author

Zhi-Jun Fang

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Review Open access Jul 2026

The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and cancer prevalence among US adults: A cross-sectional study

Lipid metabolism is recognized as a key player in carcinogenesis, but the association between the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and overall cancer prevalence remains unclear in the US population. This study aimed to investigate the association between NHHR and cancer prevalence based on self-reported lifetime cancer diagnoses in a nationally representative US population. We utilized data from the National Health and Nutrition Examination Survey from 2007 to 2016. The primary exposure was NHHR, and the primary outcome was self-reported lifetime cancer diagnosis. Associations were assessed using weighted multivariable logistic regression models, with NHHR modeled as both a continuous variable and tertiles. Model 1 was unadjusted; Model 2 adjusted for age, sex, race/ethnicity, education level, marital status, and family income-to-poverty ratio; and Model 3 further adjusted for total cholesterol, glycated hemoglobin, physical activity, and drinking status. The analysis included adults aged 18 years or older with available NHHR and cancer-related information. Exploratory cancer-specific analyses were performed for prostate, breast, colorectal, and lung cancers. Among 26,416 participants, 2451 (9.0%) reported a lifetime cancer diagnosis. The mean age of the participants was 49.48 ± 17.67 years, and the mean NHHR was 2.96 ± 1.48. In the fully adjusted model, each unit increase in NHHR corresponded to 7% higher odds of cancer prevalence (odds ratio: 1.07 [95% confidence interval: 1.01–1.13]). NHHR tertiles were defined as T1 (0.45–2.11), T2 (2.11–3.11), and T3 (3.11–15.03). Compared with participants in the lowest tertile, those in the highest tertile had 22% higher odds of cancer prevalence (odds ratio: 1.22 [95% confidence interval: 1.04–1.48], P = .035). Subgroup analyses suggested potential effect modification by sex. Elevated NHHR levels were positively associated with cancer prevalence in US adults, suggesting that NHHR may be a potential biomarker warranting further investigation.

Fangyang Shou, Ruiyang Jiang, Xiang-Ming Huang et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.