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Peng X, Cai Z, Chen D, Ye F, Hong L. Prognostic significance and immune characteristics of APOE in gastric cancer. Aging (Albany NY) 2023; 15:13840-13853. [PMID: 38054821 PMCID: PMC10756126 DOI: 10.18632/aging.205265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 10/23/2023] [Indexed: 12/07/2023]
Abstract
Gastric cancer (GC) is a prevalent malignancy affecting the digestive system, and it is the second leading cause of cancer-related mortality worldwide. Immunotherapy presents a potential lifeline for patients with advanced gastric cancer, emphasizing the need to find new molecular targets that improve the response to immunotherapy. In our research, we conducted a comprehensive bioinformatic analysis to investigate the expression profiles of apolipoprotein E (APOE) transcription. Subsequently, we examined the correlation between APOE transcription and the prognosis of GC patients. Additionally, we evaluated the connection between APOE transcription and immune cells abundance. To validate our findings, we conducted immunohistochemistry experiment to ascertain the level of APOE protein in GC patients and assessed its prognostic role in a cohort of 97 GC individuals. Our results revealed that APOE is increased in GC tissues, and APOE displays diagnostic potential in distinguishing GC from normal tissues. Notably, upregulated APOE expression in GC patients is associated with unfavorable overall survival. Differential APOE expression was further observed across different immune subtypes of GC, indicating its involvement in immune cell activation and infiltration. Moreover, we detected increased APOE protein expression in GC tissues, which exhibited a strong correlation with poor survival outcomes. In light of these findings, APOE has become a crucial prognostic molecular with immunomodulatory function in GC. These results underscore the significance of APOE across various cancer types, including GC, and provide valuable insights into its role from both a bioinformatics and clinical perspective.
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Affiliation(s)
- Xiulan Peng
- Department of Oncology, The Second Affiliated Hospital of Jianghan University, Wuhan, Hubei 430050, China
| | - Zhen Cai
- Department of Operation Room, The Second Affiliated Hospital of Jianghan University, Wuhan, Hubei 430050, China
| | - Duansi Chen
- Department of Oncology, Suizhou Zengdu Hospital, Suizhou, Hubei 441300, China
| | - Fei Ye
- Department of Radiology, The Second Affiliated Hospital of Jianghan University, Wuhan, Hubei 430050, China
| | - Lifeng Hong
- Department of Cardiology, The Second Affiliated Hospital of Jianghan University, Wuhan, Hubei 430050, China
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Nazarian A, Loika Y, He L, Culminskaya I, Kulminski AM. Genome-wide analysis identified abundant genetic modulators of contributions of the apolipoprotein E alleles to Alzheimer's disease risk. Alzheimers Dement 2022; 18:2067-2078. [PMID: 34978151 PMCID: PMC9250541 DOI: 10.1002/alz.12540] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 08/31/2021] [Accepted: 10/25/2021] [Indexed: 01/31/2023]
Abstract
INTRODUCTION The apolipoprotein E (APOE) ε2 and ε4 alleles have beneficial and adverse impacts on Alzheimer's disease (AD), respectively, with incomplete penetrance, which may be modulated by other genetic variants. METHODS We examined whether the associations of the APOE alleles with other polymorphisms in the genome can be sensitive to AD-affection status. RESULTS We identified associations of the ε2 and ε4 alleles with 314 and 232 polymorphisms, respectively. Of them, 35 and 31 polymorphisms had significantly different effects in AD-affected and -unaffected groups, suggesting their potential involvement in the AD pathogenesis by modulating the effects of the ε2 and ε4 alleles, respectively. Our survival-type analysis of the AD risk supported modulating roles of multiple group-specific polymorphisms. Our functional analysis identified gene enrichment in multiple immune-related biological processes, for example, B cell function. DISCUSSION These findings suggest involvement of local and inter-chromosomal modulators of the effects of the APOE alleles on the AD risk.
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Affiliation(s)
- Alireza Nazarian
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, NC, USA
| | - Yury Loika
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, NC, USA
| | - Liang He
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, NC, USA
| | - Irina Culminskaya
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, NC, USA
| | - Alexander M. Kulminski
- Biodemography of Aging Research Unit, Social Science Research Institute, Duke University, Durham, NC, USA
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Franceschi C, Garagnani P, Olivieri F, Salvioli S, Giuliani C. The Contextualized Genetics of Human Longevity: JACC Focus Seminar. J Am Coll Cardiol 2020; 75:968-979. [PMID: 32130932 DOI: 10.1016/j.jacc.2019.12.032] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 12/13/2019] [Accepted: 12/17/2019] [Indexed: 12/17/2022]
Abstract
The genetics of human longevity has long been studied, and in this regard, centenarians represent a very informative model. Centenarians are characterized by 2 main features: 1) the capability to avoid or postpone the major age-related diseases; and 2) a high level of heterogeneity of their phenotype. The first suggests that longevity and resistance to diseases are mediated by shared mechanisms, the latter that many strategies can be used to become long lived, likely as a result of variable genome-environment interactions. The authors suggest that the complexity of genome-environment interactions must be considered within an evolutionary and ecological perspective and that the concept of "risk allele" is highly context dependent, changing with age, time, and geography. Genes involved in both longevity and cardiovascular diseases, taken as a paradigmatic example of age-related diseases, as well as other emerging topics in genetics of longevity, such as micro-ribonucleic acid (miRNA) genetics, polygenic risk scores, environmental pollutants, and somatic mutations are discussed.
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Affiliation(s)
- Claudio Franceschi
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy; Department of Applied Mathematics, Institute of Information Technology, Mathematics and Mechanics, Lobachevsky State University of Nizhny Novgorod-National Research University, Nizhny Novgorod, Russia.
| | - Paolo Garagnani
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy
| | - Fabiola Olivieri
- Laboratory of Experimental Pathology, Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona, Italy; Center of Clinical Pathology and Regenerative Therapy, IRCCS INRCA, Ancona, Italy
| | - Stefano Salvioli
- Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy
| | - Cristina Giuliani
- Laboratory of Molecular Anthropology and Centre for Genome Biology, Department of Biological, Geological and Environmental Sciences, University of Bologna, Bologna, Italy.
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Johnson LA. APOE and metabolic dysfunction in Alzheimer's disease. INTERNATIONAL REVIEW OF NEUROBIOLOGY 2020; 154:131-151. [PMID: 32739002 DOI: 10.1016/bs.irn.2020.02.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The strongest genetic risk factor for sporadic Alzheimer's disease (AD) is carriage of the E4 allele of APOE. Metabolic dysfunction also increases risk of dementia and AD. Facing a need for effective therapies and an aging global population, studies aimed at uncovering new therapeutic targets for AD have become critical. Insight into the biology underlying the effects of E4 and metabolic impairment on the brain may lead to novel therapies to reduce AD risk. An understudied hallmark of both AD patients and E4 individuals is a common metabolic impairment-cerebral glucose hypometabolism. This is a robust and replicated finding in humans, and begins decades prior to cognitive decline. Possession of E4 also appears to alter several other aspects of cerebral glucose metabolism, fatty acid metabolism, and management of oxidative stress through the pentose phosphate pathway. A critical knowledge gap in AD is the mechanism by which APOE alters cerebral metabolism and clarification as to its relevance to AD risk. Facing a need for effective therapies, studies aimed at uncovering new therapeutic targets have become critical. One such approach is to gain a better understanding of the metabolic mechanisms that may underlie E4-associated cognitive dysfunction and AD risk.
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Affiliation(s)
- Lance A Johnson
- Department of Physiology, University of Kentucky College of Medicine, Lexington, KY, United States; Sanders-Brown Center on Aging, University of Kentucky College of Medicine, Lexington, KY, United States.
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Dankner R, Ben Avraham S, Harats D, Chetrit A. ApoE Genotype, Lipid Profile, Exercise, and the Associations With Cardiovascular Morbidity and 18-Year Mortality. J Gerontol A Biol Sci Med Sci 2019; 75:1887-1893. [DOI: 10.1093/gerona/glz232] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Indexed: 11/13/2022] Open
Abstract
AbstractBackgroundStudies of longevity examined apolipoprotein E (ApoE), a gene involved in lipoprotein metabolism, which interacts with susceptibility to age-related diseases, and with mortality. We evaluated the association of ApoE isoforms with cardiovascular disease (CVD) and all-cause mortality.MethodsA prospective cohort of 949 survivors of the Israel Study of Glucose Intolerance, Obesity, and Hypertension, examined during 1999–2004, mean age 72 years, was followed for mortality until 2017. Participants were interviewed for lifestyle habits and medical history. Anthropometrics and biochemical markers were taken. Logistic regression was used to assess CVD morbidity and Cox proportional hazard model for mortality.ResultsThe most common genotype in the cohort was ApoE E3 (76.3%), with the other two almost equally distributed (ApoE E2 11.2% and ApoE E4 12.5%). In men only, ApoE E4 associated with CVD (adjusted odds ratio = 1.46, 95% confidence interval [CI] 0.76, 2.80) and with 18-year mortality (adjusted hazard ratio = 1.47, 95% CI 0.95, 2.26), adjusting for age, ethnicity, physical activity, hypertension, diabetes, low-density lipoprotein (LDL)-cholesterol, high-density lipoprotein (HDL)-cholesterol, triglycerides and lipid-lowering medications. Low levels of HDL cholesterol, adjusted for ApoE and the above-mentioned variables, associated with higher prevalence of CVD (adjusted odds ratio = 1.35, 95% CI 1.00, 1.83) and all-cause mortality (adjusted hazard ratio = 1.42, 95% CI 1.14, 1.78). ApoE E3 and E2 conferred a lower 18-year mortality risk in the physically active individuals, compared to the sedentary (adjusted hazard ratio = 0.57, 95% CI 0.44, 0.74, and adjusted hazard ratio = 0.53, 95% CI 0.78, 1.02, respectively).ConclusionsIn community-dwelling older adults, sociodemographic characteristics and physical activity, blood pressure and HDL-cholesterol levels, may outweigh the impact of ApoE polymorphisms on CVD morbidity and all-cause mortality.
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Affiliation(s)
- Rachel Dankner
- Unit for Cardiovascular Epidemiology, The Gertner Institute for Epidemiology and Health Policy Research, Sheba Medical Center, Ramat Gan, Israel
- Department of Epidemiology and Preventive Medicine, School of Public Health, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Sivan Ben Avraham
- Unit for Cardiovascular Epidemiology, The Gertner Institute for Epidemiology and Health Policy Research, Sheba Medical Center, Ramat Gan, Israel
| | - Dror Harats
- Bert Strassburger Lipid Center, Sheba Medical Center, Ramat Gan, Israel
| | - Angela Chetrit
- Unit for Cardiovascular Epidemiology, The Gertner Institute for Epidemiology and Health Policy Research, Sheba Medical Center, Ramat Gan, Israel
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De Rango F, Crocco P, Iannone F, Saiardi A, Passarino G, Dato S, Rose G. Inositol Polyphosphate Multikinase ( IPMK), a Gene Coding for a Potential Moonlighting Protein, Contributes to Human Female Longevity. Genes (Basel) 2019; 10:genes10020125. [PMID: 30744060 PMCID: PMC6410091 DOI: 10.3390/genes10020125] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 02/04/2019] [Accepted: 02/04/2019] [Indexed: 01/03/2023] Open
Abstract
Biogerontological research highlighted a complex and dynamic connection between aging, health and longevity, partially determined by genetic factors. Multifunctional proteins with moonlighting features, by integrating different cellular activities in the space and time, may explain part of this complexity. Inositol Polyphosphate Multikinase (IPMK) is a potential moonlighting protein performing multiple unrelated functions. Initially identified as a key enzyme for inositol phosphates synthesis, small messengers regulating many aspects of cell physiology, IPMK is now implicated in a number of metabolic pathways affecting the aging process. IPMK regulates basic transcription, telomere homeostasis, nutrient-sensing, metabolism and oxidative stress. Here, we tested the hypothesis that the genetic variability of IPMK may affect human longevity. Single-SNP (single nuclear polymorphism), haplotype-based association tests as well as survival analysis pointed to the relevance of six out of fourteen genotyped SNPs for female longevity. In particular, haplotype analysis refined the association highlighting two SNPs, rs2790234 and rs6481383, as major contributing variants for longevity in women. Our work, the first to investigate the association between variants of IPMK and longevity, supports IPMK as a novel gender-specific genetic determinant of human longevity, playing a role in the complex network of genetic factors involved in human survival.
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Affiliation(s)
- Francesco De Rango
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
| | - Paolina Crocco
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
| | - Francesca Iannone
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
| | - Adolfo Saiardi
- MRC Laboratory for Molecular Cell Biology, University College London, London, UK.
| | - Giuseppe Passarino
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
| | - Serena Dato
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
| | - Giuseppina Rose
- Department of Biology, Ecology and Earth Sciences, University of Calabria, Rende, Italy.
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7
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Giuliani C, Pirazzini C, Delledonne M, Xumerle L, Descombes P, Marquis J, Mengozzi G, Monti D, Bellizzi D, Passarino G, Luiselli D, Franceschi C, Garagnani P. Centenarians as extreme phenotypes: An ecological perspective to get insight into the relationship between the genetics of longevity and age-associated diseases. Mech Ageing Dev 2017; 165:195-201. [DOI: 10.1016/j.mad.2017.02.007] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Revised: 02/14/2017] [Accepted: 02/20/2017] [Indexed: 10/20/2022]
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Yashin AI, Arbeev KG, Wu D, Arbeeva L, Kulminski A, Kulminskaya I, Akushevich I, Ukraintseva SV. How Genes Modulate Patterns of Aging-Related Changes on the Way to 100: Biodemographic Models and Methods in Genetic Analyses of Longitudinal Data. NORTH AMERICAN ACTUARIAL JOURNAL : NAAJ 2016; 20:201-232. [PMID: 27773987 PMCID: PMC5070546 DOI: 10.1080/10920277.2016.1178588] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND AND OBJECTIVE To clarify mechanisms of genetic regulation of human aging and longevity traits, a number of genome-wide association studies (GWAS) of these traits have been performed. However, the results of these analyses did not meet expectations of the researchers. Most detected genetic associations have not reached a genome-wide level of statistical significance, and suffered from the lack of replication in the studies of independent populations. The reasons for slow progress in this research area include low efficiency of statistical methods used in data analyses, genetic heterogeneity of aging and longevity related traits, possibility of pleiotropic (e.g., age dependent) effects of genetic variants on such traits, underestimation of the effects of (i) mortality selection in genetically heterogeneous cohorts, (ii) external factors and differences in genetic backgrounds of individuals in the populations under study, the weakness of conceptual biological framework that does not fully account for above mentioned factors. One more limitation of conducted studies is that they did not fully realize the potential of longitudinal data that allow for evaluating how genetic influences on life span are mediated by physiological variables and other biomarkers during the life course. The objective of this paper is to address these issues. DATA AND METHODS We performed GWAS of human life span using different subsets of data from the original Framingham Heart Study cohort corresponding to different quality control (QC) procedures and used one subset of selected genetic variants for further analyses. We used simulation study to show that approach to combining data improves the quality of GWAS. We used FHS longitudinal data to compare average age trajectories of physiological variables in carriers and non-carriers of selected genetic variants. We used stochastic process model of human mortality and aging to investigate genetic influence on hidden biomarkers of aging and on dynamic interaction between aging and longevity. We investigated properties of genes related to selected variants and their roles in signaling and metabolic pathways. RESULTS We showed that the use of different QC procedures results in different sets of genetic variants associated with life span. We selected 24 genetic variants negatively associated with life span. We showed that the joint analyses of genetic data at the time of bio-specimen collection and follow up data substantially improved significance of associations of selected 24 SNPs with life span. We also showed that aging related changes in physiological variables and in hidden biomarkers of aging differ for the groups of carriers and non-carriers of selected variants. CONCLUSIONS . The results of these analyses demonstrated benefits of using biodemographic models and methods in genetic association studies of these traits. Our findings showed that the absence of a large number of genetic variants with deleterious effects may make substantial contribution to exceptional longevity. These effects are dynamically mediated by a number of physiological variables and hidden biomarkers of aging. The results of these research demonstrated benefits of using integrative statistical models of mortality risks in genetic studies of human aging and longevity.
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Affiliation(s)
- Anatoliy I. Yashin
- Professor, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A102E, Durham, NC 27705, USA. Tel.: (+1) 919-668-2713; Fax: (+1) 919-684-3861
| | - Konstantin G. Arbeev
- Sr. Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A102F, Durham, NC 27705, USA. Tel.: (+1) 919-668-2707; Fax: (+1) 919-684-3861
| | - Deqing Wu
- Sr. Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A104, Durham, NC 27705, USA. Tel.: (+1) 919-684-6126; Fax: (+1) 919-684-3861
| | - Liubov Arbeeva
- Statistician, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A102G, Durham, NC 27705, USA. Tel.: (+1) 919-613-0715; Fax: (+1) 919-684-3861
| | - Alexander Kulminski
- Sr. Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A106, Durham, NC 27705, USA. Tel.: (+1) 919-684-4962; Fax: (+1) 919-684-3861
| | - Irina Kulminskaya
- Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A102D, Durham, NC 27705, USA. Tel.: (+1) 919-681-8232; Fax: (+1) 919-684-3861
| | - Igor Akushevich
- Sr. Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A107, Durham, NC 27705, USA. Tel.: (+1) 919-668-2715; Fax: (+1) 919-684-3861
| | - Svetlana V. Ukraintseva
- Sr. Research Scientist, Center for Population Health and Aging, Duke University, 2024 W. Main Street, Room A105, Durham, NC 27705, USA. Tel.: (+1) 919-668-2712; Fax: (+1) 919-684-3861
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Ayyadevara S, Mercanti F, Wang X, Mackintosh SG, Tackett AJ, Prayaga SVS, Romeo F, Shmookler Reis RJ, Mehta JL. Age- and Hypertension-Associated Protein Aggregates in Mouse Heart Have Similar Proteomic Profiles. Hypertension 2016; 67:1006-13. [PMID: 26975704 DOI: 10.1161/hypertensionaha.115.06849] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2015] [Accepted: 02/08/2016] [Indexed: 12/19/2022]
Abstract
Neurodegenerative diseases are largely defined by protein aggregates in affected tissues. Aggregates contain some shared components as well as proteins thought to be specific for each disease. Aggregation has not previously been reported in the normal, aging heart or the hypertensive heart. Detergent-insoluble protein aggregates were isolated from mouse heart and characterized on 2-dimensional gels. Their levels increased markedly and significantly with aging and after sustained angiotensin II-induced hypertension. Of the aggregate components identified by high-resolution proteomics, half changed in abundance with age (392/787) or with sustained hypertension (459/824), whereas 30% (273/901) changed concordantly in both, each P<0.05. One fifth of these proteins were previously associated with age-progressive neurodegenerative or cardiovascular diseases, or both (eg, ApoE, ApoJ, ApoAIV, clusterin, complement C3, and others involved in stress-response and protein-homeostasis pathways). Because fibrosis is a characteristic of both aged and hypertensive hearts, we posited that aging of fibroblasts may contribute to the aggregates observed in cardiac tissue. Indeed, as cardiac myofibroblasts "senesced" (approached their replicative limit) in vitro, they accrued aggregates with many of the same constituent proteins observed in vivo during natural aging or sustained hypertension. In summary, we have shown for the first time that compact (detergent-insoluble) protein aggregates accumulate during natural aging, chronic hypertension, and in vitro myofibroblast senescence, sharing many common proteins. Thus, aggregates that arise from disparate causes (aging, hypertension, and replicative senescence) may have common underlying mechanisms of accrual.
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Affiliation(s)
- Srinivas Ayyadevara
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.).
| | - Federico Mercanti
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Xianwei Wang
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Samuel G Mackintosh
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Alan J Tackett
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Sastry V S Prayaga
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Francesco Romeo
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.)
| | - Robert J Shmookler Reis
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.).
| | - Jawahar L Mehta
- From the Central Arkansas Veterans Healthcare System, Little Rock (S.A., F.M., X.W., R.J.S.R., J.L.M.); Department of Geriatrics (S.A., R.J.S.R.), Division of Cardiology (F.M., X.W., S.V.S.P., J.L.M.), and Department of Biochemistry and Molecular Biology (S.G.M., A.J.T., R.J.S.R.), University of Arkansas for Medical Sciences (UAMS), Little Rock; and Department of Cardiology, University of Rome "Tor Vergata", Rome, Italy (F.M., F.R.).
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Kulminski AM, Arbeev KG, Culminskaya I, Ukraintseva SV, Stallard E, Province MA, Yashin AI. Trade-offs in the effects of the apolipoprotein E polymorphism on risks of diseases of the heart, cancer, and neurodegenerative disorders: insights on mechanisms from the Long Life Family Study. Rejuvenation Res 2016; 18:128-35. [PMID: 25482294 DOI: 10.1089/rej.2014.1616] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The lack of evolutionary established mechanisms linking genes to age-related traits makes the problem of genetic susceptibility to health span inherently complex. One complicating factor is genetic trade-off. Here we focused on long-living participants of the Long Life Family Study (LLFS), their offspring, and spouses to: (1) Elucidate whether trade-offs in the effect of the apolipoprotein E e4 allele documented in the Framingham Heart Study (FHS) are a more general phenomenon, and (2) explore potential mechanisms generating age- and gender-specific trade-offs in the effect of the e4 allele on cancer, diseases of the heart, and neurodegenerative disorders assessed retrospectively in the LLFS populations. The e4 allele can diminish risks of cancer and diseases of the heart and confer risks of diseases of the heart in a sex-, age-, and LLFS-population-specific manner. A protective effect against cancer is seen in older long-living men and, potentially, their sons (>75 years, relative risk [RR]>75=0.48, p=0.086), which resembles our findings in the FHS. The protective effect against diseases of the heart is limited to long-living older men (RR>76=0.50, p=0.016), as well. A detrimental effect against diseases of the heart is characteristic for a normal LLFS population of male spouses and is specific for myocardial infarction (RR=3.07, p=2.1×10(-3)). These trade-offs are likely associated with two inherently different mechanisms, including disease-specific (detrimental; characteristic for a normal male population) and systemic, aging-related (protective; characteristic for older long-living men) mechanisms. The e4 allele confers risks of neurological disorders in men and women (RR=1.98, p=0.046). The results highlight the complex role of the e4 allele in genetic susceptibility to health span.
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Puzzling role of genetic risk factors in human longevity: "risk alleles" as pro-longevity variants. Biogerontology 2015; 17:109-27. [PMID: 26306600 PMCID: PMC4724477 DOI: 10.1007/s10522-015-9600-1] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Accepted: 08/19/2015] [Indexed: 02/07/2023]
Abstract
Complex diseases are major contributors to human mortality in old age. Paradoxically, many genetic variants that have been associated with increased risks of such diseases are found in genomes of long-lived people, and do not seem to compromise longevity. Here we argue that trade-off-like and conditional effects of genes can play central role in this phenomenon and in determining longevity. Such effects may occur as result of: (i) antagonistic influence of gene on the development of different health disorders; (ii) change in the effect of gene on vulnerability to death with age (especially, from “bad” to “good”); (iii) gene–gene interaction; and (iv) gene–environment interaction, among other factors. A review of current knowledge provides many examples of genetic factors that may increase the risk of one disease but reduce chances of developing another serious health condition, or improve survival from it. Factors that may increase risk of a major disease but attenuate manifestation of physical senescence are also discussed. Overall, available evidence suggests that the influence of a genetic variant on longevity may be negative, neutral or positive, depending on a delicate balance of the detrimental and beneficial effects of such variant on multiple health and aging related traits. This balance may change with age, internal and external environments, and depend on genetic surrounding. We conclude that trade-off-like and conditional genetic effects are very common and may result in situations when a disease “risk allele” can also be a pro-longevity variant, depending on context. We emphasize importance of considering such effects in both aging research and disease prevention.
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Arbeev KG, Akushevich I, Kulminski AM, Ukraintseva SV, Yashin AI. Biodemographic Analyses of Longitudinal Data on Aging, Health, and Longevity: Recent Advances and Future Perspectives. ADVANCES IN GERIATRICS 2015; 2014:957073. [PMID: 25590047 PMCID: PMC4290867 DOI: 10.1155/2014/957073] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Biodemography became one of the most innovative and fastest growing areas in demography. This progress is fueled by the growing variability and amount of relevant data available for analyses as well as by methodological developments allowing for addressing new research questions using new approaches that can better utilize the potential of these data. In this review paper, we summarize recent methodological advances in biodemography and their diverse practical applications. Three major topics are covered: (1) computational approaches to reconstruction of age patterns of incidence of geriatric diseases and other characteristics such as recovery rates at the population level using Medicare claims data; (2) methodological advances in genetic and genomic biodemography and applications to research on genetic determinants of longevity and health; and (3) biodemographic models for joint analyses of time-to-event data and longitudinal measurements of biomarkers collected in longitudinal studies on aging. We discuss how such data and methodology can be used in a comprehensive prediction model for joint analyses of incomplete datasets that take into account the wide spectrum of factors affecting health and mortality transitions including genetic factors and hidden mechanisms of aging-related changes in physiological variables in their dynamic connection with health and survival.
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Affiliation(s)
- Konstantin G Arbeev
- Center for Population Health and Aging, Duke University, Erwin Mill Building, 2024 W. Main Street, P.O. Box 90420, Durham, NC 27705, USA
| | - Igor Akushevich
- Center for Population Health and Aging, Duke University, Erwin Mill Building, 2024 W. Main Street, P.O. Box 90420, Durham, NC 27705, USA
| | - Alexander M Kulminski
- Center for Population Health and Aging, Duke University, Erwin Mill Building, 2024 W. Main Street, P.O. Box 90420, Durham, NC 27705, USA
| | - Svetlana V Ukraintseva
- Center for Population Health and Aging, Duke University, Erwin Mill Building, 2024 W. Main Street, P.O. Box 90420, Durham, NC 27705, USA
| | - Anatoliy I Yashin
- Center for Population Health and Aging, Duke University, Erwin Mill Building, 2024 W. Main Street, P.O. Box 90420, Durham, NC 27705, USA
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Corella D, Ordovás JM. Aging and cardiovascular diseases: the role of gene-diet interactions. Ageing Res Rev 2014; 18:53-73. [PMID: 25159268 DOI: 10.1016/j.arr.2014.08.002] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2014] [Revised: 08/15/2014] [Accepted: 08/18/2014] [Indexed: 12/21/2022]
Abstract
In the study of longevity, increasing importance is being placed on the concept of healthy aging rather than considering the total number of years lived. Although the concept of healthy lifespan needs to be defined better, we know that cardiovascular diseases (CVDs) are the main age-related diseases. Thus, controlling risk factors will contribute to reducing their incidence, leading to healthy lifespan. CVDs are complex diseases influenced by numerous genetic and environmental factors. Numerous gene variants that are associated with a greater or lesser risk of the different types of CVD and of intermediate phenotypes (i.e., hypercholesterolemia, hypertension, diabetes) have been successfully identified. However, despite the close link between aging and CVD, studies analyzing the genes related to human longevity have not obtained consistent results and there has been little coincidence in the genes identified in both fields. The APOE gene stands out as an exception, given that it has been identified as being relevant in CVD and longevity. This review analyzes the genomic and epigenomic factors that may contribute to this, ranging from identifying longevity genes in model organisms to the importance of gene-diet interactions (outstanding among which is the case of the TCF7L2 gene).
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Anand R, Prakash SS, Veeramanikandan R, Kirubakaran R. Association between apolipoprotein E genotype and cancer susceptibility: a meta-analysis. J Cancer Res Clin Oncol 2014; 140:1075-85. [PMID: 24706182 DOI: 10.1007/s00432-014-1634-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Accepted: 02/28/2014] [Indexed: 12/21/2022]
Abstract
BACKGROUND Apolipoprotein E (ApoE), a protein primarily involved in lipoprotein metabolism, occurs in three isoforms (E2, E3 and E4). Studies evaluating the association between APOE genotype and incidence of malignancies have given inconclusive results. OBJECTIVE The objective of the present study was to analyze the association between APOE genotype and incidence of cancer by a meta-analysis. METHODS We conducted a literature search in the electronic databases for studies with information on APOE genotype in malignancies. Sixteen studies (14 case-control and 2 cohort; 77,970 controls and 12,010 cases) were included for the present meta-analysis. Pooled odds ratios (OR) with 95 % confidence intervals (CI) were calculated assuming a random-effect model for all the genotypes and alleles. Subgroup analyses based on study design, ethnicity of populations, site of cancer and source of controls were performed as a post hoc measure. Appropriate tests to detect heterogeneity, publication bias and sensitivity were done at all stages. The review protocol is registered with the PROSPERO database vide registration number CRD42013006496. RESULTS The pooled effect measure for the comparisons did not reveal an association in primary analyses. In the subgroup analyses, we observed a negative association between APOE4+ genotypes and overall risk of cancer in the cohort study subgroup (pooled OR 0.86; 95 % CI 0.82-0.91; p < 0.00001; I (2) = 0 %). Sensitivity analyses did not alter the overall pooled effect measure, and there were no evidences to suggest a publication bias. CONCLUSION Overall, the present meta-analysis did not show any association between APOE alleles and genotypes with incidence of cancer in general.
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Affiliation(s)
- R Anand
- Department of Biochemistry, Christian Medical College, Vellore, 632002, Tamilnadu, India,
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Kulminski AM, Arbeev KG, Culminskaya I, Arbeeva L, Ukraintseva SV, Stallard E, Christensen K, Schupf N, Province MA, Yashin AI. Age, gender, and cancer but not neurodegenerative and cardiovascular diseases strongly modulate systemic effect of the Apolipoprotein E4 allele on lifespan. PLoS Genet 2014; 10:e1004141. [PMID: 24497847 PMCID: PMC3907310 DOI: 10.1371/journal.pgen.1004141] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2013] [Accepted: 12/06/2013] [Indexed: 02/04/2023] Open
Abstract
Enduring interest in the Apolipoprotein E (ApoE) polymorphism is ensured by its evolutionary-driven uniqueness in humans and its prominent role in geriatrics and gerontology. We use large samples of longitudinally followed populations from the Framingham Heart Study (FHS) original and offspring cohorts and the Long Life Family Study (LLFS) to investigate gender-specific effects of the ApoE4 allele on human survival in a wide range of ages from midlife to extreme old ages, and the sensitivity of these effects to cardiovascular disease (CVD), cancer, and neurodegenerative disorders (ND). The analyses show that women's lifespan is more sensitive to the e4 allele than men's in all these populations. A highly significant adverse effect of the e4 allele is limited to women with moderate lifespan of about 70 to 95 years in two FHS cohorts and the LLFS with relative risk of death RR = 1.48 (p = 3.6×10−6) in the FHS cohorts. Major human diseases including CVD, ND, and cancer, whose risks can be sensitive to the e4 allele, do not mediate the association of this allele with lifespan in large FHS samples. Non-skin cancer non-additively increases mortality of the FHS women with moderate lifespans increasing the risks of death of the e4 carriers with cancer two-fold compared to the non-e4 carriers, i.e., RR = 2.07 (p = 5.0×10−7). The results suggest a pivotal role of non-sex-specific cancer as a nonlinear modulator of survival in this sample that increases the risk of death of the ApoE4 carriers by 150% (p = 5.3×10−8) compared to the non-carriers. This risk explains the 4.2 year shorter life expectancy of the e4 carriers compared to the non-carriers in this sample. The analyses suggest the existence of age- and gender-sensitive systemic mechanisms linking the e4 allele to lifespan which can non-additively interfere with cancer-related mechanisms. Discovering genetic origins of healthspan and lifespan could lead to breakthroughs in increasing the years of healthy and long life. In this paper we characterize the association of the e4 allele of the well-studied ApoE gene with lifespan in two generations of participants of large longitudinal studies, the Framingham Heart Study and the Long Life Family Study, and investigate the role of major human diseases such as cardiovascular disease, cancer, and neurodegenerative disorders in this association. This wide range of systemic analyses is possible given the large sample with directly genotyped ApoE polymorphism available from these studies (N = 9841, with 2557 deaths). The analyses show that women's lifespan is more sensitive to the e4 allele than men's in these populations. However, the strongly adverse effect of the e4 allele is not observed for all women, but only for those 70 to 95 years old. Cardiovascular disease, cancer, and neurodegenerative disorders do not mediate the association of the e4 allele with lifespan. However, cancer, but not cardiovascular and neurodegenerative diseases, non-additively enhances this effect resulting in 4.2 years of difference in mean lifespan for the e4 allele carriers compared to the non-carriers.
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Affiliation(s)
- Alexander M. Kulminski
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Institute for Genome Science and Policy, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
- * E-mail:
| | - Konstantin G. Arbeev
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
| | - Irina Culminskaya
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
| | - Liubov Arbeeva
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
| | - Svetlana V. Ukraintseva
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Institute for Genome Science and Policy, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
- Duke Cancer Institute, Duke University, Durham, North Carolina, United States of America
| | - Eric Stallard
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
| | - Kaare Christensen
- The Danish Aging Research Center, University of Southern Denmark, Odense, Denmark
- Department of Clinical Genetics and Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark
| | - Nicole Schupf
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Medical Center, New York, New York, United States of America
| | - Michael A. Province
- Washington University School of Medicine, Division of Statistical Genomics, St. Louis, Missouri, United States of America
| | - Anatoli I. Yashin
- Center for Population Health and Aging, Duke University, Durham, North Carolina, United States of America
- Institute for Genome Science and Policy, Duke University, Durham, North Carolina, United States of America
- Social Science Research Institute, Duke University, Durham, North Carolina, United States of America
- Duke Cancer Institute, Duke University, Durham, North Carolina, United States of America
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Panos SE, Hinkin CH, Singer EJ, Thames AD, Patel SM, Sinsheimer JS, Del Re AC, Gelman BB, Morgello S, Moore DJ, Levine AJ. Apolipoprotein-E genotype and human immunodeficiency virus-associated neurocognitive disorder: the modulating effects of older age and disease severity. ACTA ACUST UNITED AC 2013; 5:11-22. [PMID: 26617462 DOI: 10.2147/nbhiv.s39573] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND The apolipoprotein-E (APOE) ε4 allele is a risk factor for vascular dementia and Alzheimer's disease. Recent studies are equivocal with regards to whether or not the ε4 allele confers increased risk for the development of human immunodeficiency virus (HIV)-associated neurocognitive disorder (HAND), but suggest that age and/or disease severity may be modulating factors. The aim of this study was to assess the interactions and contributions of APOE genotype, age, and HIV disease severity as risk factors for HAND in HIV-infected adults. METHODS Participants were 259 HIV-positive individuals who underwent APOE genotyping, a standardized neurological evaluation, a comprehensive neuropsychological evaluation, and laboratory testing. RESULTS Older ε4 carriers showed a higher frequency of HAND compared with age-matched non-ε4 carriers. Analysis by discrete neurocognitive domain revealed that advanced age modulated the effect of the ε4 allele, such that older ε4 allele carriers showed reduced executive functioning and information processing speed. Exploratory analyses assessing the relationship between ε4 and disease severity in the overall sample revealed that disease severity modulated the effect of the ε4 allele on cognition. Lower absolute CD4+ cell count among ε4 allele carriers was associated with poorer working memory ability. CONCLUSION Advancing age and degree of immunosuppression may influence the association between APOE ε4 allele status and HAND. These two factors need to be taken into account in future research.
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Affiliation(s)
- Stella E Panos
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, David Geffen School of Medicine ; VA Greater Los Angeles Healthcare System
| | - Charles H Hinkin
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, David Geffen School of Medicine ; VA Greater Los Angeles Healthcare System
| | - Elyse J Singer
- National Neurological AIDS Bank, UCLA Department of Neurology
| | - April D Thames
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, David Geffen School of Medicine ; VA Greater Los Angeles Healthcare System
| | - Sapna M Patel
- Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, David Geffen School of Medicine ; VA Greater Los Angeles Healthcare System
| | - Janet S Sinsheimer
- Departments of Biomathematics and Human Genetics, University of California Los Angeles, David Geffen School of Medicine, Los Angeles, CA
| | - A C Del Re
- Department of Psychiatry, Stanford University, Menlo Park, CA
| | - Benjamin B Gelman
- Department of Pathology, University of Texas Medical Branch, Galveston, TX
| | - Susan Morgello
- Departments of Neurology, Neuroscience, and Pathology, The Mount Sinai School of Medicine, New York, NY
| | - David J Moore
- Department of Psychiatry, School of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Andrew J Levine
- National Neurological AIDS Bank, UCLA Department of Neurology
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Inverse cancer comorbidity: a serendipitous opportunity to gain insight into CNS disorders. Nat Rev Neurosci 2013; 14:293-304. [DOI: 10.1038/nrn3464] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Kulminski AM, Arbeev KG, Christensen K, Stallard E, Miljkovic I, Barmada M, Yashin AI. Biogenetic mechanisms predisposing to complex phenotypes in parents may function differently in their children. J Gerontol A Biol Sci Med Sci 2012; 68:760-8. [PMID: 23213029 DOI: 10.1093/gerona/gls243] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
This study focuses on the participants of the Long Life Family Study to elucidate whether biogenetic mechanisms underlying relationships among heritable complex phenotypes in parents function in the same way for the same phenotypes in their children. Our results reveal 3 characteristic groups of relationships among phenotypes in parents and children. One group composed of 3 pairs of phenotypes confirms that associations among some phenotypes can be explained by the same biogenetic mechanisms working in parents and children. Two other groups including 9 phenotype pairs show that this is not a common rule. Our findings suggest that biogenetic mechanisms underlying relationships among different phenotypes, even if they are causally related, can function differently in successive generations or in different age groups of biologically related individuals. The results suggest that the role of aging-related processes in changing environment may be conceptually underestimated in current genetic association studies using genome wide resources.
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Affiliation(s)
- Alexander M Kulminski
- Center for Population Health and Aging, Duke University, Box 90408, Trent Hall, Room 002, Durham, NC 27708, USA.
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