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ABSTRACT: Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease characterized by the aggregation of ubiquitinated proteins in affected motor neurons. Recent studies have identified several new molecular constituents of ALS-linked cellular aggregates, including FUS, TDP-43, OPTN, UBQLN2 and the translational product of intronic repeats in the gene C9ORF72. Mutations in the genes encoding these proteins are found in a subgroup of ALS patients and segregate with disease in familial cases, indicating a causal relationship with disease pathogenesis. Furthermore, these proteins are often detected in aggregates of non-mutation carriers and those observed in other neurodegenerative disorders, supporting a widespread role in neuronal degeneration. The molecular characteristics and distribution of different types of protein aggregates in ALS can be linked to specific genetic alterations and shows a remarkable overlap hinting at a convergence of underlying cellular processes and pathological effects. Thus far, self-aggregating properties of prion-like domains, altered RNA granule formation and dysfunction of the protein quality control system have been suggested to contribute to protein aggregation in ALS. The precise pathological effects of protein aggregation remain largely unknown, but experimental evidence hints at both gain- and loss-of-function mechanisms. Here, we discuss recent advances in our understanding of the molecular make-up, formation, and mechanism-of-action of protein aggregates in ALS. Further insight into protein aggregation will not only deepen our understanding of ALS pathogenesis but also may provide novel avenues for therapeutic intervention.
Acta Neuropathologica 05/2013; · 9.32 Impact Factor
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Ewout J N Groen,
Katsumi Fumoto,
Anna M Blokhuis,
Jooyeon Engelen-Lee,
Yeping Zhou,
Dianne M A van den Heuvel,
Max Koppers,
Femke van Diggelen,
Jessica van Heest,
Jeroen A A Demmers,
Janine Kirby,
Pamela J Shaw,
Eleonora Aronica,
Wim G M Spliet,
Jan H Veldink, Leonard H van den Berg,
R Jeroen Pasterkamp
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ABSTRACT: Mutations in the RNA binding protein fused in sarcoma/translated in liposarcoma (FUS/TLS) cause amyotrophic lateral sclerosis (ALS). Although ALS-linked mutations in FUS often lead to a cytosolic mislocalization of the protein, the pathogenic mechanisms underlying these mutations remain poorly understood. To gain insight into these mechanisms we examined the biochemical, cell biological and functional properties of mutant FUS in neurons. Expression of different FUS mutants (R521C, R521H, P525 L) in neurons caused axonal defects. A protein interaction screen performed to explain these phenotypes identified numerous FUS interactors including the spinal muscular atrophy (SMA) causing protein SMN. Biochemical experiments showed that FUS and SMN interact directly and endogenously, and that this interaction can be regulated by FUS mutations. Immunostaining revealed co-localization of mutant FUS aggregates and SMN in primary neurons. This redistribution of SMN to cytosolic FUS accumulations led to a decrease in axonal SMN. Finally, cell biological experiments showed that overexpression of SMN rescued the axonal defects induced by mutant FUS, suggesting that FUS mutations cause axonal defects through SMN. This study shows that neuronal aggregates formed by mutant FUS protein may aberrantly sequester SMN and concomitantly cause a reduction of SMN levels in the axon, leading to axonal defects. These data provide a functional link between ALS-linked FUS mutations, SMN and neuronal connectivity and support the idea that different motor neuron disorders such as SMA and ALS may be caused, in part, by defects in shared molecular pathways.
Human Molecular Genetics 05/2013; · 7.64 Impact Factor
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Journal of neurology, neurosurgery, and psychiatry 04/2013; · 4.87 Impact Factor
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Krista Kuitwaard,
Pieter A van Doorn,
Marinus Vermeulen, Leonard H van den Berg,
Esther Brusse,
Anneke J van der Kooi,
W-Ludo van der Pol,
Ivo N van Schaik,
Nicolette Notermans,
Anne P Tio-Gillen,
Wouter van Rijs,
Teun van Gelder,
Bart C Jacobs
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ABSTRACT: OBJECTIVE: To determine the variability of serum IgG in patients with chronic inflammatory demyelinating polyneuropathy (CIDP). METHODS: All 25 CIDP patients had active but stable disease and were treated with individually optimised fixed dose IVIg regimens. IgG was measured by turbidimetry and variability was defined as coefficient of variation (CV). RESULTS: The intra-patient variability of the pre-treatment IgG levels, post-treatment levels and increase in serum IgG shortly after IVIg (ΔIgG) was low (mean CV=3%, 4%, 10%). The inter-patient variability between patients treated with the same dose and interval was low in pre-treatment, post-treatment and ΔIgG level (mean CV=13%, 11%, 20%). The ΔIgG levels were associated with IVIg dosage (rs=0.78, p<0.001). CONCLUSIONS: Clinically stable CIDP patients show a steady-state in serum IgG after serial IVIg infusions. The low intra- and inter-patient variability in IgG may indicate that constant levels are required to reach this stability.
Journal of neurology, neurosurgery, and psychiatry 03/2013; · 4.87 Impact Factor
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Martin R Turner,
Orla Hardiman,
Michael Benatar,
Benjamin R Brooks,
Adriano Chio,
Mamede de Carvalho,
Paul G Ince,
Cindy Lin,
Robert G Miller,
Hiroshi Mitsumoto,
Garth Nicholson,
John Ravits,
Pamela J Shaw,
Michael Swash,
Kevin Talbot,
Bryan J Traynor, Leonard H Van den Berg,
Jan H Veldink,
Steve Vucic,
Matthew C Kiernan
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ABSTRACT: Two decades after the discovery that 20% of familial amyotrophic lateral sclerosis (ALS) cases were linked to mutations in the superoxide dismutase-1 (SOD1) gene, a substantial proportion of the remainder of cases of familial ALS have now been traced to an expansion of the intronic hexanucleotide repeat sequence in C9orf72. This breakthrough provides an opportunity to re-evaluate longstanding concepts regarding the cause and natural history of ALS, coming soon after the pathological unification of ALS with frontotemporal dementia through a shared pathological signature of cytoplasmic inclusions of the ubiquitinated protein TDP-43. However, with profound clinical, prognostic, neuropathological, and now genetic heterogeneity, the concept of ALS as one disease appears increasingly untenable. This background calls for the development of a more sophisticated taxonomy, and an appreciation of ALS as the breakdown of a wider network rather than a discrete vulnerable population of specialised motor neurons. Identification of C9orf72 repeat expansions in patients without a family history of ALS challenges the traditional division between familial and sporadic disease. By contrast, the 90% of apparently sporadic cases and incomplete penetrance of several genes linked to familial cases suggest that at least some forms of ALS arise from the interplay of multiple genes, poorly understood developmental, environmental, and age-related factors, as well as stochastic events.
The Lancet Neurology 03/2013; 12(3):310-22. · 23.46 Impact Factor
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ABSTRACT: Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease, which primarily targets the motor system. The structural integrity of the motor network and the way it is embedded in the overall brain network is essential for motor functioning. We studied the longitudinal effects of ALS on the brain network using diffusion tensor imaging and questioned whether over time an increasing number of connections become involved or whether there is progressive impairment of a limited number of connections. The brain network was reconstructed based on "whole brain" diffusion tensor imaging data. We examined: (1) network integrity in 24 patients with ALS at baseline (T = 1) and at a more advanced stage of the disease (T = 2; interval 5.5 months) compared with a group of healthy controls and (2) progressive brain network impairment comparing patients at two time-points in a paired-analysis. These analyses demonstrated an expanding subnetwork of affected brain connections over time with a central role for the primary motor regions (P-values T = 1 0.003; T = 2 0.001). Loss of structural connectivity mainly propagated to frontal and parietal brain regions at T = 2 compared with T = 1. No progressive impairment of the initially affected (motor) connections could be detected. The main finding of this study is an increasing loss of network structure in patients with ALS. In contrast to the theory of ALS solely affecting a fixed set of primary motor connections, our findings show that the network of impaired connectivity is expanding over time. These results are in support of disease spread along structural brain connections. Hum Brain Mapp, 2013. © 2013 Wiley-Periodicals, Inc.
Human Brain Mapping 03/2013; · 5.88 Impact Factor
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ABSTRACT: BACKGROUND: It has been hypothesised that physical activity is a risk factor for developing amyotrophic lateral sclerosis (ALS), fuelled by observations that professional soccer players and Gulf War veterans are at increased risk. In a population based study, we determined the relation between physical activity and risk of sporadic ALS, using an objective approach for assessing physical activity. METHODS: 636 sporadic ALS patients and 2166 controls, both population based, completed a semistructured questionnaire on lifetime history of occupations, sports and hobbies. To objectively compare the energy cost of a lifetime history of occupational and leisure time physical activities and to reduce recall bias, metabolic equivalent scores were assigned to each activity based on the Compendium of Physical Activities. RESULTS: ALS patients had significantly higher levels of leisure time physical activity compared with controls (OR 1.08, 95% CI 1.02 to 1.14, p=0.008). No significant difference was found between patients and controls in the level of vigorous physical activities, including marathons and triathlons, or in occupational activity. Cumulative measures of physical activity in quartiles did not show a dose-response relationship. CONCLUSIONS: An increased risk of ALS with higher levels of leisure time physical activity was found in the present study. The lack of association with occupational physical activity and the absence of a dose-response relationship strengthen the hypothesis that not increased physical activity per se but rather a genetic profile or lifestyle promoting physical fitness increases ALS susceptibility.
Journal of neurology, neurosurgery, and psychiatry 02/2013; · 4.87 Impact Factor
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Jacobine E Buizer-Voskamp,
Hylke M Blauw,
Marco P M Boks,
Kristel R van Eijk,
Jan H Veldink,
Eric A M Hennekam,
Jacob A S Vorstman,
Flip Mulder,
Henning Tiemeier,
André G Uitterlinden,
Lambertus A Kiemeney, Leonard H van den Berg,
René S Kahn,
Chiara Sabatti,
Roel A Ophoff
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ABSTRACT: Genomic copy number variations (CNVs) and increased parental age are both associated with the risk to develop a variety of clinical neuropsychiatric disorders such as autism, schizophrenia and bipolar disorder. At the same time, it has been shown that the rate of transmitted de novo single nucleotide mutations is increased with paternal age. To address whether paternal age also affects the burden of structural genomic deletions and duplications, we examined various types of CNV burden in a large population sample from the Netherlands. Healthy participants with parental age information (n = 6,773) were collected at different University Medical Centers. CNVs were called with the PennCNV algorithm using Illumina genome-wide SNP array data. We observed no evidence in support of a paternal age effect on CNV load in the offspring. Our results were negative for global measures as well as several proxies for de novo CNV events in this unique sample. While recent studies suggest de novo single nucleotide mutation rate to be dominated by the age of the father at conception, our results strongly suggest that at the level of global CNV burden there is no influence of increased paternal age. While it remains possible that local genomic effects may exist for specific phenotypes, this study indicates that global CNV burden and increased father's age may be independent disease risk factors.
Human Genetics 01/2013; · 5.07 Impact Factor
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ABSTRACT: The exact pathway leading to neuron death and muscle atrophy in amyotrophic lateral sclerosis (ALS) has not yet been elucidated. Gene expression profile of spinal cord, blood and muscle could provide signalling pathways and systemic alterations useful for future biomarker development. In our study we compared whole genome expression profiles of lumbar spinal cord with peripheral blood and tibialis anterior muscle in 16 mutant SOD1-G93A mice and 15 wild-type littermates. In SOD1-G93A mice, 11 genes were significantly differentially expressed in spinal cord, and 16 genes in blood, while much larger transcriptional changes were noted in muscle (1745 genes significant; six overlapping with spinal cord (0.3%)) probably due to muscle atrophy. Overlap with spinal cord was enriched for significant genes in blood (six of 16 overlapping with spinal cord (37.5%)). Three genes were significantly down-regulated in all three tissues, and were closely related to mitochondrial function. Furthermore, clustering the significant genes in spinal cord and in blood, but not in muscle, could identify the SOD1-G93A mice. We conclude that blood gene expression profile overlapped with profile of spinal cord, allowing differentiation of SOD1-G93A mice from wild-type littermates. Blood gene expression profiling may be a promising biomarker for ALS patients.
Amyotrophic lateral sclerosis and frontotemporal degeneration. 01/2013;
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Amyotrophic lateral sclerosis and frontotemporal degeneration. 01/2013;
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ABSTRACT: The exact pathogenic cascade leading to motor neuron degeneration in amyotrophic lateral sclerosis (ALS) is unknown. Gene expression profiles of ALS-affected spinal cord and motor neurons have been well established in mice and man. We provide a meta-analysis of the reported significant gene lists of gene expression studies in ALS, and compare results between mouse models and human post mortem tissue. In total, 12 articles met inclusion criteria. Twenty-nine genes were found to be differentially expressed at least twice in studies using human post mortem tissue, enriched for the functions 'immune response', 'apoptosis' and 'protein metabolism'. In mouse studies, 86 genes were reported at least two times and were enriched for 'immune response', 'lysosome', 'metal ion binding' and 'mitochondrion'. Next, all differentially expressed genes from the mouse studies were translated to human homologous genes. Seventy-four differentially expressed genes in mouse tissue were also found to be differentially expressed in human tissue. In conclusion, evidence was found for shared dysfunction in protein turnover in the ubiquitin-proteasome system. Differential expression of Cathepsin B and D, GFAP and SERPINA3 was repeatedly found to be significant in both the mouse model and ALS patients.
Amyotrophic lateral sclerosis and frontotemporal degeneration. 01/2013;
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ABSTRACT: Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease resulting in severe muscle weakness and eventual death by respiratory failure. Although little is known about its pathogenesis, mutations in fused in sarcoma/translated in liposarcoma (FUS) are causative for familial ALS. FUS is a multifunctional protein that is involved in many aspects of RNA processing. To elucidate the role of FUS in ALS, we overexpressed wild-type and two mutant forms of FUS in HEK-293T cells, as well as knocked-down FUS expression. This was followed by RNA-Seq to identify genes which displayed differential expression or altered splicing patterns. Pathway analysis revealed that overexpression of wild-type FUS regulates ribosomal genes, whereas knock-down of FUS additionally affects expression of spliceosome related genes. Furthermore, cells expressing mutant FUS displayed global transcription patterns more similar to cells overexpressing wild-type FUS than to the knock-down condition. This observation suggests that FUS mutants do not contribute to the pathogenesis of ALS through a loss-of-function. Finally, our results demonstrate that the R521G and R522G mutations display differences in their influence on transcription and splicing. Taken together, these results provide additional insights into the function of FUS and how mutations contribute to the development of ALS.
PLoS ONE 01/2013; 8(4):e60788. · 4.09 Impact Factor
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ABSTRACT: OBJECTIVES
This study aims to investigate the association between chronic idiopathic axonal polyneuropathy (CIAP) and the metabolic syndrome or its individual components.RESEARCH DESIGN AND METHODSA total of 249 patients with CIAP and 709 controls underwent fasting laboratory studies, and blood pressure and waist circumference were measured. The metabolic syndrome was diagnosed if three or more of the following Adult Treatment Panel III criteria were present: impaired fasting glucose; hypertension; abdominal obesity; reduced HDL cholesterol; and hypertriglyceridemia. Subgroup analysis was performed for patients with a painful predominantly sensory CIAP, because this phenotype is most similar to diabetic polyneuropathy. Statistical analysis was performed with adjustment for age and gender.RESULTSFifty-five percent of all patients fulfilled the metabolic syndrome criteria compared with 34% of controls (odds ratio [OR], 2.2; 95% CI, 1.7-3.0). Multivariate analysis shows hypertension (2.9 [1.7-4.9]) and abdominal obesity (3.3 [2.4-4.6]) to be significantly more prevalent in patients than in controls. Of the patients classified as having a painful predominantly sensory CIAP, 62% fulfilled the metabolic syndrome criteria (3.1 [2.0-4.8]). In this subgroup, hypertension and abdominal obesity also were significantly more prevalent compared with controls.CONCLUSIONS
Abdominal obesity and hypertension seem to be the most consistent contributing components of the metabolic syndrome in patients with CIAP. Evaluation and appropriate treatment of these risk factors in patients with CIAP would be advocated.
Diabetes care 11/2012; · 8.09 Impact Factor
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Kristel R van Eijk,
Simone de Jong,
Marco Pm Boks,
Terry Langeveld,
Fabrice Colas,
Jan H Veldink,
Carolien Gf de Kovel,
Esther Janson,
Eric Strengman,
Peter Langfelder,
René S Kahn, Leonard H van den Berg,
Steve Horvath,
Roel A Ophoff
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ABSTRACT: BACKGROUND: The predominant model for regulation of gene expression through DNA methylation is an inverse association in which increased methylation results in decreased gene expression levels. However, recent studies suggest that the relationship between genetic variation, DNA methylation and expression is more complex. RESULTS: Systems genetic approaches for examining relationships between gene expression and methylation array data were used to find both negative and positive associations between these levels. A weighted correlation network analysis reveals that i) both transcriptome and methylome are organized in modules, ii) co-expression modules are generally not preserved in the methylation data and vice-versa, and iii) highly significant correlations exist between co-expression and co-methylation modules, suggesting the existence of factors that affect expression and methylation of different modules (i.e., trans effects at the level of modules). We observed that methylation probes associated with expression in cis were more likely to be located outside CpG islands, whereas specificity for CpG island shores was present when methylation, associated with expression, was under local genetic control. A structural equation model based analysis found strong support in particular for a traditional causal model in which gene expression is regulated by genetic variation via DNA methylation instead of gene expression affecting DNA methylation levels. CONCLUSIONS: Our results provide new insights into the complex mechanisms between genetic markers, epigenetic mechanisms and gene expression. We find strong support for the classical model of genetic variants regulating methylation, which in turn regulates gene expression. Moreover we show that, although the methylation and expression modules differ, they are highly correlated.
BMC Genomics 11/2012; 13(1):636. · 4.07 Impact Factor
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ABSTRACT: Sporadic ALS is a multifactorial disease for which there are probably multiple genetic risk factors. An association with increased parental age might suggest there is a role for specific (epi)genetic changes. Previous studies have shown conflicting results on the association between parental age and the risk of ALS. A large, population based study might help in the search for specific (epi)genetic risk factors. We performed a population based, case-control study in the Netherlands. Date of birth of both mother and father was retrieved from the National Register. Multivariate logistic regression analysis was performed in 769 patients with sporadic ALS, 49 patients with a hexanucleotide repeat expansion in C9orf72, and 1929 age-, gender- and geographically-matched controls. Multivariate analyses showed no difference in either paternal or maternal age at delivery (adjusted for age of subject, age of other parent at delivery, and level of education) in patients with sporadic ALS, nor in patients with a hexanucleotide repeat expansion in C9orf72 compared to controls. In conclusion, parental age was not associated with an increased risk of ALS in our study. (Epi)genetic alterations that are associated with increased parental age are not, therefore, likely to contribute to the aetiology of sporadic ALS.
Amyotrophic Lateral Sclerosis 11/2012; · 3.40 Impact Factor
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ABSTRACT: Amyotrophic lateral sclerosis (ALS) is a severe neurodegenerative disease that causes progressive muscle weakness, eventually resulting in death because of respiratory failure. Genetic variants are thought to predispose to the disease. A recent, large, genome-wide association study identified 2 loci that increase susceptibility to ALS. These 2 loci on chromosomes 9 and 19 consist of 4 genes: UNC13a, IFNK, MOBKL2b, and C9ORF72. A hexanucleotide repeat expansion in the noncoding region of C9ORF72 was recently identified as the cause of chromosome 9-linked ALS-FTD (frontotemporal dementia). In this study, our aim was to determine whether the coding regions of these genes harbor rare, nonsynonymous variants that play a role in ALS pathogenesis. In DNA from 1019 sporadic ALS patients and 1103 control subjects of Dutch descent, we performed a mutation screening analysis in the coding region of these 4 genes by resequencing the exons. A total of 16 amino acid-changing rare variations were identified, 11 in UNC13a and 5 on chromosome 9. Some of these were unique to ALS, but were detected in a single patient. None of the genes showed significant enrichment of rare variants in the coding sequence. Rare variants in the coding region of UNC13a, IFNK, MOBKL2b, and C9ORF72 are unlikely to be a genetic cause of ALS.
Neurobiology of aging 11/2012; · 5.94 Impact Factor
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ABSTRACT: OBJECTIVE: Spinal muscular atrophy (SMA) is pathologically characterized by degeneration of anterior horn cells. Recent observations in animal models of SMA and muscle tissue from patients with SMA suggest additional abnormalities in the development and maturation of the neuromuscular junction. We therefore evaluated neuromuscular junction function in SMA with repetitive nerve stimulation. METHODS: In this case-control study, repetitive nerve stimulation was performed in 35 patients with SMA types 2, 3, and 4, 20 healthy controls, and 5 controls with motor neuron disease. RESULTS: Pathologic decremental responses (>10%) during 3-Hz repetitive nerve stimulation were observed in 17 of 35 patients (49%) with SMA types 2 and 3, but not in healthy controls or controls with motor neuron disease. None of the patients or controls had an abnormal incremental response of >60%. The presence of an abnormal decremental response was not specific for the type of SMA, nor was it associated with compound muscle action potential amplitude, clinical scores, or disease duration. Two of 4 patients with SMA type 3 who tried pyridostigmine reported increased stamina. CONCLUSIONS: These data suggest dysfunction of the neuromuscular junction in patients with SMA types 2 and 3. Therefore, drugs that facilitate neuromuscular transmission are candidate drugs for evaluation in carefully designed, placebo-controlled, clinical trials.
Neurology 10/2012; · 8.31 Impact Factor
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Wouter van Rheenen,
Frank P Diekstra,
Perry T C van Doormaal,
Meinie Seelen,
Kevin Kenna,
Russell McLaughlin,
Aleksey Shatunov,
David Czell,
Michael A van Es,
Paul W J van Vught, [......],
Wim Robberecht,
Orla Hardiman,
Pamela J Shaw,
Christopher E Shaw,
Karen E Morrison,
Ammar Al-Chalabi,
Peter M Andersen,
Albert C Ludolph,
Jan H Veldink, Leonard H van den Berg
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ABSTRACT: The H63D polymorphism in HFE has frequently been associated with susceptibility to amyotrophic lateral sclerosis (ALS). Regarding the role of HFE in iron homeostasis, iron accumulation is considered an important process in ALS. Furthermore, novel therapeutic strategies are being developed targeting this process. Evidence for this genetic association is, however, limited to several small studies. For this reason we studied the H63D polymorphism in a large European cohort including 3962 ALS patients and 5072 control subjects from 7 countries. After meta-analysis of previous studies and current findings we conclude that the H63D polymorphism in HFE is not associated with susceptibility to ALS, age at disease onset, or survival.
Neurobiology of aging 10/2012; · 5.94 Impact Factor
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ABSTRACT: Mutations in TAR DNA-binding protein (TARDBP) are associated with heterogenic phenotypes, including amyotrophic lateral sclerosis, frontotemporal dementia, and Parkinson's disease. In this study, we investigated the presence of TARDBP mutations in a cohort of 429 Dutch patients with Parkinson's disease. Though we detected 1 silent mutation, p.S332S, no missense mutations were present in our cohort. Our findings, therefore, demonstrate that TARDBP mutations do not appear to contribute to the pathogenesis of Parkinson's disease in The Netherlands.
Neurobiology of aging 10/2012; · 5.94 Impact Factor
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ABSTRACT: BACKGROUND: Several recent studies reported aging effects on DNA methylation levels of individual CpG dinucleotides. But it is not yet known whether aging related consensus modules, in the form of clusters of correlated CpG markers, can be found that are present in multiple human tissues. Such a module could facilitate the understanding of aging effects on multiple tissues. RESULTS: We therefore employed weighted correlation network analysis of 2,442 Illumina DNA methylation arrays from brain and blood tissues, which enabled the identification of an age-related co-methylation module. Module preservation analysis confirmed that this module can also be found in diverse independent data sets. Biological evaluation showed that module membership is associated with Polycomb group target occupancy counts, CpG island status and autosomal chromosome location. Functional enrichment analysis revealed that the aging related consensus module comprises genes that are involved in nervous system development, neuron differentiation and neurogenesis, and that it contains promoter CpGs of genes known to be down-regulated in early Alzheimer's disease. A comparison with a standard, non-module based meta-analysis revealed that selecting CpGs based on module membership leads to significantly increased gene ontology enrichment, thus demonstrating that studying aging effects via consensus network analysis enhances the biological insights gained. CONCLUSIONS: Overall, our analysis revealed a robustly defined age-related co-methylation module that is present in multiple human tissues, including blood and brain. We conclude that blood is a promising surrogate for brain tissue when studying the effects of age on DNA methylation profiles.
Genome biology 10/2012; 13(10):R97. · 6.63 Impact Factor