Hypertension is a global public health issue and leading risk for death and disability. It is urgent to search novel methods predicting hypertension. Herein, we chose 73158 samples of physical examiners in central China from June 2008 to June 2018. After strict exclusion processes, 33570 participants with hypertension and 35410 healthy controls were included. We randomly chose 70% samples as the train set and the remaining 30% as the test set. Clinical parameters including age, gender, height, weight, body mass index, triglyceride, total cholesterol, low-density lipoprotein, blood urea nitrogen, uric acid, and creatinine were significantly increased, while high-density lipoprotein was decreased in the hypertension group versus controls. Nine optimal markers were identified by a logistic regression model, and achieved AUC value of 76.52% in the train set and 75.81% in the test set for hypertension. In conclusions, this study is the first to establish predicted models for hypertension using the logistic regression model in Central China, which provide risk factors and novel prediction method to predict and prevent hypertension. Hypertension which is a global public health issue is a leading risk for death and disability 1. It exacerbates the burden of kidney failure, stroke, and heart disease, as well as premature mortality and disability. The number of people with hypertension worldwide increased by 400 million in 2008, and about 40% of adults over the age of 25 are diagnosed with hypertension. The risk of death associated with systolic blood pressure increases significantly with increasing systolic blood pressure 2. Hypertension ranks first among all modifiable causes of cerebrovascular disease (CVD) and is the second preventable cause of death in the United States 3. By 2030, the number of global CVD-related deaths will exceed 23.3 million 4. It's reported by the World Health Organization (WHO) that global CAD cause approximately 17 million deaths each year 5 , of which approximately 9.4 million die from complications of hypertension 6. Hypertension accounts for at least 51% death of stroke and 45% death of heart diseases 5. In 2010, hypertension has been the leading cause of disability-adjusted life years and death. Then, the disability-adjusted life year caused by CAD was 366 million in 2017. Among them, the disability-adjusted life year caused by hypertensive heart disease was 16.5 million 7. The prevalence of hypertension in China was high (46.4%) in 2012-2015 according to the 2017 American College of Cardiology/American Heart Association guidelines 8. However, the awareness, control and treatment of hypertension are unsatisfactory 8. Thus, it is important and urgent to search a new method predicting hypertension. The increased prevalence of hypertension is due to behavioral risk factors, aging and population growth, such as persistent stress, being overweight, lack of physical exercise, harmful consumption of alcohol and unhealthy diet 9. The harmful effects of hypertension are complicated, including the in...