Study of Obesity Influence Factors Based on Complex Network Theory
XU Xiao-ke1, ZHANG Hai-feng2, FANG Jin-qing3
1. College of Information and Communication Engineering, Dalian Nationalities University, Dalian 116600, China; 2. School of Mathematical Science, Anhui University, Hefei 230039, China; 3. China Institute of Atomic Energy, Beijing 102413, China
Abstract:The conventional research method of obesity is generally on the basis of linear models, and only some important factors like genetic, dietary and physical activity have been discussed. Actually, the above linear method is difficult not only for making a comprehensive systematic description and analysis for obesity influence factors, but also for effectively preventing and controlling the adult obesity. In this study, we used the 109 variables in eight categories proposed by the British authority scientists to study obesity, and we qualitatively and quantitatively analyzed the interaction between all the variables and their network topological structure based on complex network theory. Furthermore, we explored important factors of influencing adult overweight and obesity, and we studied the multi-scale correlation among various factors.
[1] 吴丽明. 肥胖症的病因与危害[J]. 中国医药科学, 2011, 1(2):25-26. Wu Mingli. Pathogeny and dangers of obesity[J]. China Medicine and Pharmacy, 2011,1(2):25-26. [2] 武阳丰, 马冠生, 胡永华, 等. 中国居民的超重和肥胖流行现状[J]. 中华预防医学杂志, 2005, 39(5):316-320. Wu Yangfeng, Ma Guansheng, Hu Yonghua, et al. The current prevalence status of body overweight and obesity in China :data from the China National Nutrition and Health Survey[J]. Chinese Journal of Preventive Medicine, 2005, 39(5):316-320. [3] Chen C M. Overview of obesity in mainland China[J]. Obesity Reviews, 2008, 9(s1):14-21. [4] Ozanne S E, Fernandez-Twinn D, Hales C N. Fetal growth and adult diseases[J]. Seminars in Perinatology, 2004, 28(1):81-87. [5] Parsons T J, Power C, Logan S, et al. Childhood predictors of adult obesity:a systematic review[J]. International Journal of Obesity and Related Metabolic Disorders, 1999, 23:S1-107. [6] Reilly J J, Methven E, McDowell Z C, et al. Health consequences of obesity[J]. Archives of Disease in Childhood, 2003, 88(9):748-752. [7] 赵明利, 于健春, 康维明. 脂肪乳剂的研究进展[J]. 中国临床营养杂志, 2008, 16(3):184-191. Zhao Mingli, Yu Jiancun, Kang Weiming. Research progresses of lipid emulsion[J]. Chinese Journal of Clinical Nutrition, 2008, 16(3):184-191. [8] 连雯. 美国 “肥胖症” 的警示[J]. 决策与信息, 2008(10):73-73. Lian Wen. Warning of American obesity[J]. Decision and Information, 2008(10):73-73. [9] 李晓燕, 姜勇, 胡楠, 等. 2010 年我国成年人超重及肥胖流行特征[J]. 中华预防医学杂志, 2012, 46(8):683-686. Li Xiaoyan, Jiang Yong, Hu Nan, et al., Prevalence and characteristic of overweight and obesity among adults in China, 2010[J]. Chinese Journal of Preventive Medicine, 2012, 46(8):683-686. [10] 汪小帆, 李翔, 陈关荣. 网络科学导论[M]. 北京:高等教育出版社, 2012. [11] Finegood D T, Merth T D N, Rutter H. Implications of the foresight obesity system map for solutions to childhood obesity[J]. Obesity, 2010, 18(S1):S13-S16. [12] Vandenbroeck P, Goossens J, Clemens M. Obesity system influence diagram[DB/OL].[2013-09-07]. http://www.shiftn.com/obesity/Full-Map.html. [13] Newman M E J, Girvan M. Finding and evaluating community structure in networks[J]. Physical Review E, 2004, 69(2):026113. [14] 许小可, 方锦清. 复杂网络理论在反恐战争中的应用[J], 复杂系统与复杂性科学, 2010, 7(2):116-119. Xu Xiaoke, Fang Jinqing. Application of complex network theory in war on terrorism[J].Complex Systems and Comple-xity Science, 2010, 7(2):116-119. [15] 王林, 张婧婧. 复杂网络的中心化[J]. 复杂系统与复杂性科学, 2006, 3(1):13-20. Wang Lin, Zhang Jingjing. Centralization of complex networks[J]. Complex Systems and Complexity Science, 2006, 3(1):13-20. [16] Small M, Tse C K, Walker D M. Super-spreaders and the rate of transmission of the SARS virus[J]. Physica D:Nonlinear Phenomena, 2006, 215(2):146-158. [17] Wasserman S, Faust K. Social Network Analysis:Methods and Applications[M]. Cambridge, UK:Cambridge University Press, 1994. [18] 赫南, 李德毅, 淦文燕, 等. 复杂网络中重要性节点发掘综述[J]. 计算机科学, 2007, 34(12):1-5. He Nan, Li Deyi, Gan Wenyan, et al. Mining vital nodes in complex networks[J]. Computer Science, 2007, 34(12):1-5. [19] Tsvetovat M, Kouznetsov A. Social Network Analysis for Startups:Finding Connections on the Social Web[M]. Sebastopol:O'Reilly Media, 2011:50-70. [20] Flegal K M, Carroll M D, Ogden C L, et al. Prevalence and trends in obesity among US adults, 1999-2000[J]. JAMA:the journal of the American Medical Association, 2002, 288(14):1723-1727. [21] James W P T. The fundamental drivers of the obesity epidemic[J]. Obesity Reviews, 2008, 9(s1):6-13. [22] Yan H, Dibley M J, Deste K, et al. The national survey on the constitution and health of Chinese students in 1995:nutritional status of school students aged 10-17 years in Shanxi, China[J]. Asia Pacific Journal of Clinical Nutrition, 1999, 8(2):121-128. [23] Block J P, He Y, Zaslavsky A M, et al. Psychosocial stress and change in weight among US adults[J]. American Journal of Epidemiology, 2009, 170(2):181-192. [24] Chen J, Lu J A, Lu X, et al. Spectral coarse graining of complex clustered networks[J]. Communications in Nonlinear Science and Numerical Simulation, 2013, 18:3036-3045. [25] Newman M E J. The structure and function of complex networks[J]. SIAM review, 2003, 45(2):167-256.