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Prevalence and influencing factors of comorbidity of hypertension, diabetes, and dyslipidemia among residents aged 35-75 years in two districts of Jinan City
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Xia MA1, Ning-ning ZHUANSUN2, Ying WANG1, Qing-chang WANG1, Chun-xiao XU3, Lei-qi CAI1, Nan WANG1, Zi-yu WANG1, Jun ZHANG1
Modern Preventive Medicine | 2026, 53(14) : 2538 - 2545
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Modern Preventive Medicine | 2026, 53(14): 2538-2545
• Epidemiology and Statistical Methods Advance •
Prevalence and influencing factors of comorbidity of hypertension, diabetes, and dyslipidemia among residents aged 35-75 years in two districts of Jinan City
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Xia MA1, Ning-ning ZHUANSUN2, Ying WANG1, Qing-chang WANG1, Chun-xiao XU3, Lei-qi CAI1, Nan WANG1, Zi-yu WANG1, Jun ZHANG1
Affiliations
  • Jinan Center for Disease Control and Prevention, Jinan, Shandong 250000, China
Published: 2026-07-25 doi: 10.20043/j.cnki.MPM.202511349
Outline
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Objective

To investigate the prevalence of comorbidity status of hypertension, diabetes mellitus and dyslipidemia (commonly referred to as the “Three Highs”), to identify factors influencing this comorbidity among community-dwelling residents aged 35–75 years in two districts of Jinan City, and to provide scientific evidence to inform targeted and precise management and intervention strategies for local patients with these metabolic comorbidities.

Methods

From September 2016 to June 2022, stratified cluster sampling was used to select residents aged 35–75 years in Licheng District and Zhangqiu District of Jinan. Questionnaire surveys, physical examinations, and blood tests were conducted. R 4.2.1 software was used for chi-square test, trend chi-square test, and binaryl logistic regression analysis to explore the influencing factors of “three highs” comorbidity.

Results

A total of 30 214 participants were included, with 12 185 males (40.33%) and 18 029 females (59.67%), and a mean age of (57.97±9.55) years. The standardized prevalence rate of hypertension is 45.39%, that of diabetes mellitus is 22.54%, and that of dyslipidemia is 27.31%. Among them, the standardized comorbidity rate of the “three highs” stands at 5.95%. The highest standardized comorbidity rate is observed in patients with both hypertension and hyperlipidemia, reaching 9.75%. Binary logistic regression analysis showed that the following factors were risk factors for “three highs” comorbidity (all P<0.05): male (OR=1.121 95%CI: 1.028-1.222), older age groups (OR≥1.992 in all age groups); administrative/professional and technical personnel (OR=1.551 95%CI: 1.120-1.989), retired/unemployed/household workers (OR=1.174 95%CI: 1.041-1.324), private business owners/other personnel (OR=1.427 95%CI: 1.101-1.850); history of cardiovascular and cerebrovascular diseases (OR=1.943 95%CI:1.620-2.332); overweight (OR=1.624 95%CI: 1.418-1.859); obesity (OR=2.016 95%CI: 1.766-2.404); and central obesity (OR=1.931 95%CI:1.733-2.152).

Conclusion

In Jinan City, the comorbidity prevalence of hypertension, diabetes, and dyslipidemia is relatively high, with hypertension combined with dyslipidemia being the most common comorbidity pattern. Priority interventions should be targeted at males, the elderly, sedentary occupational groups, individuals with a history of cardiovascular and cerebrovascular diseases, and overweight/obese individuals.

Hypertension  /  Diabetes  /  Dyslipidemia  /  Comorbidity  /  Influence
马霞, 颛孙宁宁, 王莹, 王庆昌, 徐春晓, 蔡雷琦, 王楠, 王子瑜, 张军. 济南市两区35~75岁居民高血压、糖尿病和血脂异常共病现状及影响因素研究. 现代预防医学, 2026 , 53 (14) : 2538 -2545 . DOI: 10.20043/j.cnki.MPM.202511349
Xia MA, Ning-ning ZHUANSUN, Ying WANG, Qing-chang WANG, Chun-xiao XU, Lei-qi CAI, Nan WANG, Zi-yu WANG, Jun ZHANG. Prevalence and influencing factors of comorbidity of hypertension, diabetes, and dyslipidemia among residents aged 35-75 years in two districts of Jinan City[J]. Modern Preventive Medicine, 2026 , 53 (14) : 2538 -2545 . DOI: 10.20043/j.cnki.MPM.202511349
Year 2026 volume 53 Issue 14
235
112
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doi: 10.20043/j.cnki.MPM.202511349
  • Receive Date:2025-11-21
  • Online Date:2026-09-28
  • Published:2026-07-25
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  • Received:2025-11-21
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    Jinan Center for Disease Control and Prevention, Jinan, Shandong 250000, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
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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