The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018
Abstract Objective This study aims to assess the relationship between NHHR (non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio) and Type 2 diabetes mellitus (T2DM) in US adults, using National Health and Nutrition Examination Survey (NHANES) data from 2007 to 2018...
| 發表在: | Lipids in Health and Disease |
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| Main Authors: | , , , , , |
| 格式: | Article |
| 語言: | 英语 |
| 出版: |
BMC
2024-05-01
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| 主題: | |
| 在線閱讀: | https://doi.org/10.1186/s12944-024-02143-8 |
| _version_ | 1850758678591832064 |
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| author | Mo-Yao Tan Li Weng Zhong-Hao Yang Si-Xuan Zhu Shan Wu Jun-Hua Su |
| author_facet | Mo-Yao Tan Li Weng Zhong-Hao Yang Si-Xuan Zhu Shan Wu Jun-Hua Su |
| author_sort | Mo-Yao Tan |
| collection | DOAJ |
| container_title | Lipids in Health and Disease |
| description | Abstract Objective This study aims to assess the relationship between NHHR (non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio) and Type 2 diabetes mellitus (T2DM) in US adults, using National Health and Nutrition Examination Survey (NHANES) data from 2007 to 2018. Methods This study explored the connection between NHHR and T2DM by analyzing a sample reflecting the adult population of the United States (n = 10,420; NHANES 2007–2018). NHHR was characterized as the ratio of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol. T2DM was defined based on clinical guidelines. This research used multivariable logistic models to examine the connection between NHHR and T2DM. Additionally, it included subgroup and interaction analyses to assess variations among different groups. Generalized additive models, smooth curve fitting, and threshold effect analysis were also employed to analyze the data further. Results The study included 10,420 subjects, with 2160 diagnosed with T2DM and 8260 without. The weighted multivariate logistic regression model indicated an 8% higher probability of T2DM for each unit increase in NHHR (OR: 1.08, 95% CI: 1.01–1.15) after accounting for all covariates. Subgroup analysis outcomes were uniform across various categories, demonstrating a significant positive relationship between NHHR and T2DM. Interaction tests showed that the positive link between NHHR and T2DM remained consistent regardless of age, body mass index, smoking status, moderate recreational activities, hypertension, or stroke history, with all interaction P-values exceeding 0.05. However, participants’ sex appeared to affect the magnitude of the connection between NHHR and T2DM (interaction P-value < 0.05). Also, a nonlinear association between NHHR and T2DM was discovered, featuring an inflection point at 1.50. Conclusions Our study suggests that an increase in NHHR may be correlated with a heightened likelihood of developing T2DM. Consequently, NHHR could potentially serve as a marker for estimating the probability of T2DM development. |
| format | Article |
| id | doaj-art-e31a625f1c7644efb883296ca8261801 |
| institution | Directory of Open Access Journals |
| issn | 1476-511X |
| language | English |
| publishDate | 2024-05-01 |
| publisher | BMC |
| record_format | Article |
| spelling | doaj-art-e31a625f1c7644efb883296ca82618012025-08-19T22:34:34ZengBMCLipids in Health and Disease1476-511X2024-05-0123111110.1186/s12944-024-02143-8The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018Mo-Yao Tan0Li Weng1Zhong-Hao Yang2Si-Xuan Zhu3Shan Wu4Jun-Hua Su5Acupuncture and Tuina School, Chengdu University of Traditional Chinese MedicineAcupuncture and Tuina School, Chengdu University of Traditional Chinese MedicineAcupuncture and Tuina School, Chengdu University of Traditional Chinese MedicineClinical Medical School, Chengdu University of Traditional Chinese MedicineClinical Medical School, Chengdu University of Traditional Chinese MedicineChengdu Integrated TCM and Western Medicine HospitalAbstract Objective This study aims to assess the relationship between NHHR (non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio) and Type 2 diabetes mellitus (T2DM) in US adults, using National Health and Nutrition Examination Survey (NHANES) data from 2007 to 2018. Methods This study explored the connection between NHHR and T2DM by analyzing a sample reflecting the adult population of the United States (n = 10,420; NHANES 2007–2018). NHHR was characterized as the ratio of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol. T2DM was defined based on clinical guidelines. This research used multivariable logistic models to examine the connection between NHHR and T2DM. Additionally, it included subgroup and interaction analyses to assess variations among different groups. Generalized additive models, smooth curve fitting, and threshold effect analysis were also employed to analyze the data further. Results The study included 10,420 subjects, with 2160 diagnosed with T2DM and 8260 without. The weighted multivariate logistic regression model indicated an 8% higher probability of T2DM for each unit increase in NHHR (OR: 1.08, 95% CI: 1.01–1.15) after accounting for all covariates. Subgroup analysis outcomes were uniform across various categories, demonstrating a significant positive relationship between NHHR and T2DM. Interaction tests showed that the positive link between NHHR and T2DM remained consistent regardless of age, body mass index, smoking status, moderate recreational activities, hypertension, or stroke history, with all interaction P-values exceeding 0.05. However, participants’ sex appeared to affect the magnitude of the connection between NHHR and T2DM (interaction P-value < 0.05). Also, a nonlinear association between NHHR and T2DM was discovered, featuring an inflection point at 1.50. Conclusions Our study suggests that an increase in NHHR may be correlated with a heightened likelihood of developing T2DM. Consequently, NHHR could potentially serve as a marker for estimating the probability of T2DM development.https://doi.org/10.1186/s12944-024-02143-8NHHRType 2 diabetes mellitusNHANESCross-sectional study |
| spellingShingle | Mo-Yao Tan Li Weng Zhong-Hao Yang Si-Xuan Zhu Shan Wu Jun-Hua Su The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 NHHR Type 2 diabetes mellitus NHANES Cross-sectional study |
| title | The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 |
| title_full | The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 |
| title_fullStr | The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 |
| title_full_unstemmed | The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 |
| title_short | The association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio with type 2 diabetes mellitus: recent findings from NHANES 2007–2018 |
| title_sort | association between non high density lipoprotein cholesterol to high density lipoprotein cholesterol ratio with type 2 diabetes mellitus recent findings from nhanes 2007 2018 |
| topic | NHHR Type 2 diabetes mellitus NHANES Cross-sectional study |
| url | https://doi.org/10.1186/s12944-024-02143-8 |
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