Effects of age, sex, and genotype on high-sensitivity metabolomic profiles in the fruit fly, Drosophila melanogaster

被引:108
作者
Hoffman, Jessica M. [1 ]
Soltow, Quinlyn A. [2 ,3 ,4 ]
Li, Shuzhao [2 ]
Sidik, Alfire [1 ]
Jones, Dean P. [2 ,3 ,5 ]
Promislow, Daniel E. L. [1 ]
机构
[1] Univ Georgia, Dept Genet, Athens, GA 30602 USA
[2] Emory Univ, Dept Med, Div Pulm Allergy & Crit Care Med, Atlanta, GA 30322 USA
[3] Emory Univ, Dept Med, Clin Biomarkers Lab, Atlanta, GA 30322 USA
[4] ClinMet Inc, San Diego, CA 92121 USA
[5] Emory Univ, Ctr Hlth Discovery & Well Being, Atlanta, GA 30322 USA
关键词
age; aging; Drosophila melanogaster; genetic variation; genotype; heritability; metabolomics; sex; systems biology; GENOME-WIDE ASSOCIATION; LIFE-SPAN; NATURAL-POPULATIONS; GENDER;
D O I
10.1111/acel.12215
中图分类号
Q2 [细胞生物学];
学科分类号
071013 [干细胞生物学];
摘要
Researchers have used whole-genome sequencing and gene expression profiling to identify genes associated with age, in the hope of understanding the underlying mechanisms of senescence. But there is a substantial gap from variation in gene sequences and expression levels to variation in age or life expectancy. In an attempt to bridge this gap, here we describe the effects of age, sex, genotype, and their interactions on high-sensitivity metabolomic profiles in the fruit fly, Drosophila melanogaster. Among the 6800 features analyzed, we found that over one-quarter of all metabolites were significantly associated with age, sex, genotype, or their interactions, and multivariate analysis shows that individual metabolomic profiles are highly predictive of these traits. Using a metabolomic equivalent of gene set enrichment analysis, we identified numerous metabolic pathways that were enriched among metabolites associated with age, sex, and genotype, including pathways involving sugar and glycerophospholipid metabolism, neurotransmitters, amino acids, and the carnitine shuttle. Our results suggest that high-sensitivity metabolomic studies have excellent potential not only to reveal mechanisms that lead to senescence, but also to help us understand differences in patterns of aging among genotypes and between males and females.
引用
收藏
页码:596 / 604
页数:9
相关论文
共 49 条
[1]
[Anonymous], 2013, LANG ENV STAT COMP
[2]
Offspring of centenarians have a favorable lipid profile [J].
Barzilai, N ;
Gabriely, I ;
Gabriely, M ;
Iankowitz, N ;
Sorkin, JD .
JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2001, 49 (01) :76-79
[3]
CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[4]
LSimpute: accurate estimation of missing values in microarray data with least squares methods [J].
Bo, TH ;
Dysvik, J ;
Jonassen, I .
NUCLEIC ACIDS RESEARCH, 2004, 32 (03) :e34
[5]
Burger Joep M S, 2004, Sci Aging Knowledge Environ, V2004, ppe30, DOI 10.1126/sageke.2004.28.pe30
[6]
The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of pathway/genome databases [J].
Caspi, Ron ;
Altman, Tomer ;
Dreher, Kate ;
Fulcher, Carol A. ;
Subhraveti, Pallavi ;
Keseler, Ingrid M. ;
Kothari, Anamika ;
Krummenacker, Markus ;
Latendresse, Mario ;
Mueller, Lukas A. ;
Ong, Quang ;
Paley, Suzanne ;
Pujar, Anuradha ;
Shearer, Alexander G. ;
Travers, Michael ;
Weerasinghe, Deepika ;
Zhang, Peifen ;
Karp, Peter D. .
NUCLEIC ACIDS RESEARCH, 2012, 40 (D1) :D742-D753
[7]
Mapping an Atlas of Tissue-Specific Drosophila melanogaster Metabolomes by High Resolution Mass Spectrometry [J].
Chintapalli, Venkateswara R. ;
Al Bratty, Mohammed ;
Korzekwa, Dominika ;
Watson, David G. ;
Dow, Julian A. T. .
PLOS ONE, 2013, 8 (10)
[8]
Anthranilate Fluorescence Marks a Calcium-Propagated Necrotic Wave That Promotes Organismal Death in C. elegans [J].
Coburn, Cassandra ;
Allman, Erik ;
Mahanti, Parag ;
Benedetto, Alexandre ;
Cabreiro, Filipe ;
Pincus, Zachary ;
Matthijssens, Filip ;
Araiz, Caroline ;
Mandel, Abraham ;
Vlachos, Manolis ;
Edwards, Sally-Anne ;
Fischer, Grahame ;
Davidson, Alexander ;
Pryor, Rosina E. ;
Stevens, Ailsa ;
Slack, Frank J. ;
Tavernarakis, Nektarios ;
Braeckman, Bart P. ;
Schroeder, Frank C. ;
Nehrke, Keith ;
Gems, David .
PLOS BIOLOGY, 2013, 11 (07)
[9]
Geographical distribution and diversity of bacteria associated with natural populations of Drosophila melanogaster [J].
Corby-Harris, Vanessa ;
Pontaroli, Ana Clara ;
Shimkets, Lawrence J. ;
Bennetzen, Jeffrey L. ;
Habel, Kristin E. ;
Promislow, Daniel E. L. .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2007, 73 (11) :3470-3479
[10]
Chronic caloric restriction partially protects against age-related alteration in serum metabolome [J].
De Guzman, Jennifer M. ;
Ku, Ginger ;
Fahey, Ryan ;
Youm, Yun-Hee ;
Kass, Ignatius ;
Ingram, Donald K. ;
Dixit, Vishwa Deep ;
Kheterpal, Indu .
AGE, 2013, 35 (04) :1091-1104