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Analysis of the prevalence and clustering patterns of behavioral risk factors for chronic diseases among adult residents in Quanzhou city (2022—2023)
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Gui-sheng FAN1, 2, Jian-feng SHI3, Xia XU1, 2, Lei WU1, 2, Jie LU1, 2, Feng-ping LI1, 2, Wei-ming WANG1, 2
Modern Preventive Medicine | 2025, 52(9) : 1562 - 1567
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Modern Preventive Medicine | 2025, 52(9): 1562-1567
Epidemiology and Statistical Methods
Analysis of the prevalence and clustering patterns of behavioral risk factors for chronic diseases among adult residents in Quanzhou city (2022—2023)
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Gui-sheng FAN1, 2, Jian-feng SHI3, Xia XU1, 2, Lei WU1, 2, Jie LU1, 2, Feng-ping LI1, 2, Wei-ming WANG1, 2
Affiliations
  • Quanzhou Center for Disease Control and Prevention, Quanzhou, Fujian 362000, China
Published: 2025-05-10 doi: 10.20043/j.cnki.MPM.202412135
Outline
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Objective

To investigate the prevalence of behavioral risk factors for chronic diseases among adult residents in Quanzhou city and their clustering patterns, providing a scientific basis for developing chronic disease prevention and control policies and public health measures tailored to different regions of Quanzhou.

Methods

A descriptive analysis of the prevalence of behavioral risk factors for chronic diseases was conducted. The research data were analyzed using χ2 tests via SPSS 21.0, and K-Means clustering and visualization of behavioral risk factors for chronic diseases across different regions were performed using R 4.4.0.

Results

A total of 14 087 valid samples were collected from the social factor survey among adult residents in Quanzhou city, analyzing five primary behavioral risk factors for chronic diseases. The prevalence rates, from highest to lowest, were insufficient intake of fresh fruits and vegetables (55.86%), overweight or obesity (48.85%), current smoking (18.49%), insufficient sleep (8.03%), and excessive alcohol consumption (6.30%). The clustering patterns of behavioral risk factors for chronic diseases in the city can be categorized into three types: low fruit and vegetable intake (72.49%), health-oriented (14.82%), and excessive smoking and drinking (12.69%).

Conclusion

The prevalence of behavioral risk factors for chronic diseases among adult residents in Quanzhou city is relatively high and exhibits distinct clustering characteristics, predominantly characterized by low fruit and vegetable intake. The proportion of individuals with healthy lifestyles is small, indicating the need for targeted public health interventions to promote healthy lifestyles for the entire population, thereby preventing the occurrence and progression of chronic diseases.

Chronic diseases  /  Behavioral risk factors  /  Prevalence  /  Clustering patterns
Gui-sheng FAN, Jian-feng SHI, Xia XU, Lei WU, Jie LU, Feng-ping LI, Wei-ming WANG. Analysis of the prevalence and clustering patterns of behavioral risk factors for chronic diseases among adult residents in Quanzhou city (2022—2023)[J]. Modern Preventive Medicine, 2025 , 52 (9) : 1562 -1567 . DOI: 10.20043/j.cnki.MPM.202412135
Year 2025 volume 52 Issue 9
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doi: 10.20043/j.cnki.MPM.202412135
  • Receive Date:2024-12-12
  • Online Date:2026-03-17
  • Published:2025-05-10
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  • Received:2024-12-12
Affiliations
    Quanzhou Center for Disease Control and Prevention, Quanzhou, Fujian 362000, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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