Disease networks identify specific conditions and pleiotropy influencing multimorbidity in the general population

被引:23
作者
Amell, A. [1 ]
Roso-Llorach, A. [2 ,3 ]
Palomero, L. [4 ]
Cuadras, D. [5 ]
Galvan-Femenia, I. [6 ]
Serra-Musach, J. [4 ]
Comellas, F. [1 ]
de Cid, R. [6 ]
Pujana, M. A. [4 ]
Violan, C. [2 ,3 ]
机构
[1] Tech Univ Catalonia, Dept Math, Barcelona 08860, Catalonia, Spain
[2] Jordi Gol Univ Inst Res Primary Healthcare IDIAP, Barcelona 08007, Catalonia, Spain
[3] Autonomous Univ Barcelona, Bellaterra 08193, Catalonia, Spain
[4] Bellvitge Inst Biomed Res IDIBELL, Oncobell, ProCURE, Catalan Inst Oncol ICO, Barcelona 08908, Catalonia, Spain
[5] Fdn St Joan de Deu, Dept Stat, Esplugues 08950, Catalonia, Spain
[6] Germans Trias & Pujol Hlth Sci Res Inst IGTP, GCAT Genomes Life, Program Predict & Personalized Med Canc IMPPC, Badalona 08916, Catalonia, Spain
关键词
HEALTH-CARE; ASSOCIATION; INTERACTOME; PATTERNS;
D O I
10.1038/s41598-018-34361-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multimorbidity is an emerging topic in public health policy because of its increasing prevalence and socio-economic impact. However, the age- and gender-dependent trends of disease associations at fine resolution, and the underlying genetic factors, remain incompletely understood. Here, by analyzing disease networks from electronic medical records of primary health care, we identify key conditions and shared genetic factors influencing multimorbidity. Three types of diseases are outlined: "central", which include chronic and non-chronic conditions, have higher cumulative risks of disease associations; "community roots" have lower cumulative risks, but inform on continuing clustered disease associations with age; and "seeds of bursts", which most are chronic, reveal outbreaks of disease associations leading to multimorbidity. The diseases with a major impact on multimorbidity are caused by genes that occupy central positions in the network of human disease genes. Alteration of lipid metabolism connects breast cancer, diabetic neuropathy and nutritional anemia. Evaluation of key disease associations by a genome-wide association study identifies shared genetic factors and further supports causal commonalities between nervous system diseases and nutritional anemias. This study also reveals many shared genetic signals with other diseases. Collectively, our results depict novel population-based multimorbidity patterns, identify key diseases within them, and highlight pleiotropy influencing multimorbidity.
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页数:16
相关论文
共 86 条
[1]   Mining protein interactomes to improve their reliability and support the advancement of network medicine [J].
Alanis-Lobato, Gregorio .
FRONTIERS IN GENETICS, 2015, 6
[2]   APID interactomes: providing proteome-based interactomes with controlled quality for multiple species and derived networks [J].
Alonso-Lopez, Diego ;
Gutierrez, Miguel A. ;
Lopes, Katia P. ;
Prieto, Carlos ;
Santamaria, Rodrigo ;
De Las Rivas, Javier .
NUCLEIC ACIDS RESEARCH, 2016, 44 (W1) :W529-W535
[3]   How to obtain the P value from a confidence interval [J].
Altman, Douglas G. ;
Bland, J. Martin .
BMJ-BRITISH MEDICAL JOURNAL, 2011, 343
[4]  
[Anonymous], 1999, PAGE RANK CITATION R
[5]  
[Anonymous], INTEGRATING CARE PEO
[6]  
[Anonymous], 2011, Global status report on noncommunicable diseases 2010
[7]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[8]   Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[9]   Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study [J].
Barnett, Karen ;
Mercer, Stewart W. ;
Norbury, Michael ;
Watt, Graham ;
Wyke, Sally ;
Guthrie, Bruce .
LANCET, 2012, 380 (9836) :37-43
[10]   Diagnosis trajectories of prior multi-morbidity predict sepsis mortality [J].
Beck, Mette K. ;
Jensen, Anders Boeck ;
Nielsen, Annelaura Bach ;
Perner, Anders ;
Moseley, Pope L. ;
Brunak, Soren .
SCIENTIFIC REPORTS, 2016, 6