基于众源数据挖掘的中国饮食口味与慢性病的空间关联
Geographical association between dietary tastes and chronic diseases in China:An exploratory study using crowdsourcing data mining techniques
查看参考文献46篇
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文摘
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慢性病是全球最主要的死亡原因,在所有慢性病风险因素中,不健康饮食因素居于首位,也是影响最广泛的风险因素。尽管已有许多关于饮食行为的研究,但在饮食口味与慢性病关联方面尚缺乏定量研究。鉴于此,利用众源网络菜谱数据,提取菜系中多维口味信息,结合不同地区分类的餐饮类兴趣地点(POI)数据,定量分析不同地区人群口味偏好;使用地理探测器方法,从空间分异性角度建立7种口味与出血性卒中、胰腺癌、上呼吸道感染3种慢性病的关联,得到饮食口味对慢性病空间分布的解释能力度量值。结果表明;在7种口味中,过咸是出血性卒中的首要口味风险因子;一定程度的甜是胰腺癌的首要口味风险因子,且甜的程度与胰腺癌风险并非呈简单线性关系;过辛是上呼吸道感染的首要口味风险因子,三者在统计上均表现显著。本文首次提出了基于众源数据挖掘的潜在健康风险因素定量研究方法,可以应用于病因的探索性分析,并有助于公共卫生部门制定相应的干预措施。 |
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其他语种文摘
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Chronic diseases are the main cause for death in the world.Among all risk factors concerning chronic diseases,those related to an unhealthy diet are most important.Although much research was done on dietary behavior,there are only few quantitative studies on the relationship between dietary taste and chronic diseases.In this article,a taste dataset of the major categories of Chinese cuisine is established based on crowdsourced data from Chinese recipe websites.For a quantitative analysis of people's taste in different regions,additionally the locations of restaurants by category (using their respective points of interest) are integrated.Using the software Geodetector,these regional taste preferences are then correlated with the three chronic diseases,hemorrhagic stroke,pancreatic cancer,and upper respiratory tract infection.For all the three diseases,the results indicate very salty,moderate sweet and very spicy food as the primary risk factors.Also,the degree of sweetness is not linear with the risk of pancreatic cancer.These results are statistically significant.In this study,a quantitative method on discovering potential health risk factors based on mining of crowdsourced data is proposed for the first time.This method can be applied before disease-related experiments to filter potential factors,and it is helpful for the public health department to make quick corresponding intervention policies. |
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来源
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地理学报
,2019,74(8):1637-1649 【核心库】
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DOI
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10.11821/dlxb201908011
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关键词
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慢性病
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风险因素
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饮食口味
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众源数据
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地理探测器
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地址
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1.
武汉大学资源与环境科学学院, 武汉, 430079
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荷兰特文特大学空间健康研究中心, 荷兰, 恩斯赫德, 7514
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空间生命历程流行病学国际合作网络, 荷兰, 恩斯赫德, 7514
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语种
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中文 |
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文献类型
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研究性论文 |
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ISSN
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0375-5444 |
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学科
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预防医学、卫生学 |
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文献收藏号
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CSCD:6553118
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参考文献 共
46
共3页
|
|
1.
World Health Organization.
Noncommunicable Diseases
|
被引
1
次
|
|
|
|
|
2.
World Health Organization.
Global Action Plan for the Prevention and Control of Noncommunicable Diseases 2013-2020,2013
|
被引
18
次
|
|
|
|
|
3.
World Health Organization.
Noncommunicable Diseases Progress Monitor 2018,2018
|
被引
1
次
|
|
|
|
|
4.
World Health Organization.
Global Status Report On Noncommunicable Diseases 2014,2014
|
被引
31
次
|
|
|
|
|
5.
Yang G. Rapid health transition in China, 1990-2010: Findings from the Global Burden of Disease Study 2010.
The Lancet,2013,381(9882):1987-2015
|
被引
331
次
|
|
|
|
|
6.
Stanaway J D. Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks for 195 countries and territories, 1990-2017: A systematic analysis for the Global Burden of Disease Study 2017.
The Lancet,2018,392(10159):1923-1994
|
被引
35
次
|
|
|
|
|
7.
Ezzati M. Can noncommunicable diseases be prevented? Lessons from studies of populations and individuals.
Science,2012,337(6101):1482-1487
|
被引
5
次
|
|
|
|
|
8.
Ezzati M. Behavioral and dietary risk factors for noncommunicable diseases.
New England Journal of Medicine,2013,369(10):954-964
|
被引
8
次
|
|
|
|
|
9.
孙晓东. 慢性病的主要危险因素流行水平及其预防策略的发展.
中国慢性病预防与控制,2008,16(5):538-540
|
被引
10
次
|
|
|
|
|
10.
李镒冲. 1990年与2010年中国慢性病主要行为危险因素的归因疾病负担研究.
中华预防医学杂志,2015(4):303-308
|
被引
29
次
|
|
|
|
|
11.
Stookey J D. Measuring diet quality in China: The INFH-UNC-CH diet quality index.
European Journal of Clinical Nutrition,2000,54(11):811
|
被引
17
次
|
|
|
|
|
12.
徐建伟. 2010年中国成年人就餐行为情况分析.
中国慢性病预防与控制,2015,23(9):684-686
|
被引
8
次
|
|
|
|
|
13.
马冠生. 中国居民的就餐行为.
营养学报,2005,27(4):272-275
|
被引
18
次
|
|
|
|
|
14.
苏彦萍. 成年人饮食习惯与糖尿病患病风险的研究.
中国慢性病预防与控制,2018,26(7):481-485
|
被引
2
次
|
|
|
|
|
15.
沈珉. 饮食因素与尿石症关系的病例对照研究.
中华流行病学杂志,2002,23(2):134-137
|
被引
6
次
|
|
|
|
|
16.
王维维. 中国饮食文化地域差异.
食品与生活,2001(1):46-47
|
被引
1
次
|
|
|
|
|
17.
陈传康. 中国饮食文化的区域分化和发展趋势.
地理学报,1994,49(3):226-235
|
被引
16
次
|
|
|
|
|
18.
王维维. 甜酸苦辣咸:中国饮食文化的地域差异.
中国食品,2007(11):14-15
|
被引
1
次
|
|
|
|
|
19.
Zhu J W. Geographic prevalence and mix of regional cuisines in Chinese cities.
ISPRS International Journal of Geo-information,2018,7(5):183-205
|
被引
1
次
|
|
|
|
|
20.
Zhu Y X. Geography and similarity of regional cuisines in China.
PLoS One,2013,8(11):e79161
|
被引
3
次
|
|
|
|
|
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