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1.
Nat Commun ; 14(1): 7044, 2023 11 03.
Artigo em Inglês | MEDLINE | ID: mdl-37923728

RESUMO

Regulation of biological processes according to a 24-hr rhythm is essential for the normal functioning of an organism. Temporal variation in brain MRI data has often been attributed to circadian or diurnal oscillations; however, it is not clear if such oscillations exist. Here, we provide evidence that diurnal oscillations indeed govern multiple MRI metrics. We recorded cerebral blood flow, diffusion-tensor metrics, T1 relaxation, and cortical structural features every three hours over a 24-hr period in each of 16 adult male controls and eight adult male participants with bipolar disorder. Diurnal oscillations are detected in numerous MRI metrics at the whole-brain level, and regionally. Rhythmicity parameters in the participants with bipolar disorder are similar to the controls for most metrics, except for a larger phase variation in cerebral blood flow. The ubiquitous nature of diurnal oscillations has broad implications for neuroimaging studies and furthers our understanding of the dynamic nature of the human brain.


Assuntos
Transtorno Bipolar , Ritmo Circadiano , Adulto , Humanos , Masculino , Ritmo Circadiano/fisiologia , Encéfalo/diagnóstico por imagem , Imageamento por Ressonância Magnética , Neuroimagem
2.
PLoS One ; 18(7): e0289171, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37498822

RESUMO

Reproducibility is crucial for scientific progress, yet a clear research data analysis workflow is challenging to implement and maintain. As a result, a record of computational steps performed on the data to arrive at the key research findings is often missing. We developed Scikick, a tool that eases the configuration, execution, and presentation of scientific computational analyses. Scikick allows for workflow configurations with notebooks as the units of execution, defines a standard structure for the project, automatically tracks the defined interdependencies between the data analysis steps, and implements methods to compile all research results into a cohesive final report. Utilities provided by Scikick help turn the complicated management of transparent data analysis workflows into a standardized and feasible practice. Scikick version 0.2.1 code and documentation is available as supplementary material. The Scikick software is available on GitHub (https://github.com/matthewcarlucci/scikick) and is distributed with PyPi (https://pypi.org/project/scikick/) under a GPL-3 license.


Assuntos
Biologia Computacional , Software , Biologia Computacional/métodos , Fluxo de Trabalho , Reprodutibilidade dos Testes , Análise de Dados
4.
Nat Rev Genet ; 22(8): 533-546, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33903745

RESUMO

Epigenetics has enriched human disease studies by adding new interpretations to disease features that cannot be explained by genetic and environmental factors. However, identifying causal mechanisms of epigenetic origin has been challenging. New opportunities have risen from recent findings in intra-individual and cyclical epigenetic variation, which includes circadian epigenetic oscillations. Cytosine modifications display deterministic temporal rhythms, which may drive ageing and complex disease. Temporality in the epigenome, or the 'chrono' dimension, may help the integration of epigenetic, environmental and genetic disease studies, and reconcile several disparities stemming from the arbitrarily delimited research fields. The ultimate goal of chrono-epigenetics is to predict disease risk, age of onset and disease dynamics from within individual-specific temporal dynamics of epigenomes.


Assuntos
Doença , Epigenômica , Envelhecimento/genética , Animais , Relógios Biológicos , Cronologia como Assunto , Citosina/metabolismo , DNA/metabolismo , Doença/genética , Humanos
5.
Bioinformatics ; 2019 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-31702788

RESUMO

MOTIVATION: Biological rhythmicity is fundamental to almost all organisms on Earth and plays a key role in health and disease. Identification of oscillating signals could lead to novel biological insights, yet its investigation is impeded by the extensive computational and statistical knowledge required to perform such analysis. RESULTS: To address this issue, we present DiscoRhythm (Discovering Rhythmicity), a user-friendly application for characterizing rhythmicity in temporal biological data. DiscoRhythm is available as a web application or an R/Bioconductor package for estimating phase, amplitude, and statistical significance using four popular approaches to rhythm detection (Cosinor, JTK Cycle, ARSER, and Lomb-Scargle). We optimized these algorithms for speed, improving their execution times up to 30-fold to enable rapid analysis of -omic-scale datasets in real-time. Informative visualizations, interactive modules for quality control, dimensionality reduction, periodicity profiling, and incorporation of experimental replicates make DiscoRhythm a thorough toolkit for analyzing rhythmicity. AVAILABILITY AND IMPLEMENTATION: The DiscoRhythm R package is available on Bioconductor (https://bioconductor.org/packages/DiscoRhythm), with source code available on GitHub (https://github.com/matthewcarlucci/DiscoRhythm) under a GPL-3 license. The web application is securely deployed over HTTPS (https://disco.camh.ca) and is freely available for use worldwide. Local instances of the DiscoRhythm web application can be created using the R package or by deploying the publicly available Docker container (https://hub.docker.com/r/mcarlucci/discorhythm). SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

6.
Genome Biol ; 20(1): 2, 2019 01 03.
Artigo em Inglês | MEDLINE | ID: mdl-30606238

RESUMO

BACKGROUND: Maintenance of physiological circadian rhythm plays a crucial role in human health. Numerous studies have shown that disruption of circadian rhythm may increase risk for malignant, psychiatric, metabolic, and other diseases. RESULTS: Extending our recent findings of oscillating cytosine modifications (osc-modCs) in mice, in this study, we show that osc-modCs are also prevalent in human neutrophils. Osc-modCs may play a role in gene regulation, can explain parts of intra- and inter-individual epigenetic variation, and are signatures of aging. Finally, we show that osc-modCs are linked to three complex diseases and provide a new interpretation of cross-sectional epigenome-wide association studies. CONCLUSIONS: Our findings suggest that loss of balance between cytosine methylation and demethylation during the circadian cycle can be a potential mechanism for complex disease. Additional experiments, however, are required to investigate the possible involvement of confounding effects, such as hidden cellular heterogeneity. Circadian rhythmicity, one of the key adaptations of life forms on Earth, may contribute to frailty later in life.


Assuntos
Envelhecimento/metabolismo , Ritmo Circadiano , Citosina/metabolismo , Epigênese Genética , Neutrófilos/metabolismo , Humanos , Leucemia Linfocítica Crônica de Células B/metabolismo , Masculino , Pessoa de Meia-Idade , Esquizofrenia/metabolismo
7.
Clin Cancer Res ; 24(14): 3317-3324, 2018 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-29615462

RESUMO

Purpose: Primary resistance to abiraterone acetate (AA), a key medication for the treatment of metastatic castration-resistant prostate cancer, occurs in 20% to 40% of patients. We aim to identify predictive biomarkers for AA-treatment response and understand the mechanisms related to treatment resistance.Experimental Design: We used the Infinium Human Methylation 450K BeadChip to monitor modification profiles of cell-free circulating DNA (cfDNA) in 108 plasma samples collected from 33 AA-treated patients.Results: Thirty cytosines showed significant modification differences (FDR Q < 0.05) between AA-sensitive and AA-resistant patients during the treatment, of which 21 cytosines were differentially modified prior to treatment. In addition, AA-sensitive patients, but not AA-resistant patients, lost interindividual variation of cfDNA modification shortly after starting AA treatment, but such variation returned to initial levels in the later phases of treatment.Conclusions: Our findings provide a list of potential biomarkers for predicting AA-treatment response, highlight the prognostic value of using cytosine modification variance as biomarkers, and shed new insights into the mechanisms of prostate cancer relapse in AA-sensitive patients. Clin Cancer Res; 24(14); 3317-24. ©2018 AACR.


Assuntos
Acetato de Abiraterona/uso terapêutico , Antineoplásicos/uso terapêutico , Biomarcadores Tumorais , Ácidos Nucleicos Livres , Neoplasias da Próstata/tratamento farmacológico , Neoplasias da Próstata/genética , Acetato de Abiraterona/administração & dosagem , Acetato de Abiraterona/efeitos adversos , Antineoplásicos/administração & dosagem , Antineoplásicos/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Epigênese Genética/efeitos dos fármacos , Humanos , Masculino , Prognóstico , Neoplasias da Próstata/sangue , Neoplasias da Próstata/mortalidade , Resultado do Tratamento
8.
Nat Commun ; 9(1): 644, 2018 02 13.
Artigo em Inglês | MEDLINE | ID: mdl-29440637

RESUMO

Circadian rhythmicity governs a remarkable array of fundamental biological functions and is mediated by cyclical transcriptomic and proteomic activities. Epigenetic factors are also involved in this circadian machinery; however, despite extensive efforts, detection and characterization of circadian cytosine modifications at the nucleotide level have remained elusive. In this study, we report that a large proportion of epigenetically variable cytosines show a circadian pattern in their modification status in mice. Importantly, the cytosines with circadian epigenetic oscillations significantly overlap with the cytosines exhibiting age-related changes in their modification status. Our findings suggest that evolutionary advantageous processes such as circadian rhythmicity can also contribute to an organism's deterioration.


Assuntos
Envelhecimento/genética , Ritmo Circadiano/genética , Citosina/metabolismo , Metilação de DNA/genética , Epigênese Genética , Animais , Variação Genética , Masculino , Camundongos , Proteômica , Transcriptoma
9.
Genome Biol ; 17: 76, 2016 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-27122015

RESUMO

BACKGROUND: Epigenetic drift progressively increases variation in DNA modification profiles of aging cells, but the finale of such divergence remains elusive. In this study, we explored the dynamics of DNA modification and transcription in the later stages of human life. RESULTS: We find that brain tissues of older individuals (>75 years) become more similar to each other, both epigenetically and transcriptionally, compared with younger individuals. Inter-individual epigenetic assimilation is concurrent with increasing similarity between the cerebral cortex and the cerebellum, which points to potential brain cell dedifferentiation. DNA modification analysis of twins affected with Alzheimer's disease reveals a potential for accelerated epigenetic assimilation in neurodegenerative disease. We also observe loss of boundaries and merging of neighboring DNA modification and transcriptomic domains over time. CONCLUSIONS: Age-dependent epigenetic divergence, paradoxically, changes to convergence in the later stages of life. The newly described phenomena of epigenetic assimilation and tissue dedifferentiation may help us better understand the molecular mechanisms of aging and the origins of diseases for which age is a risk factor.


Assuntos
Doença de Alzheimer/genética , Epigênese Genética , Lobo Frontal/crescimento & desenvolvimento , Idoso , Idoso de 80 Anos ou mais , Metilação de DNA , Feminino , Lobo Frontal/metabolismo , Lobo Frontal/fisiologia , Humanos , Masculino , Pessoa de Meia-Idade , Gêmeos
10.
Arthritis Care Res (Hoboken) ; 67(11): 1586-90, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26017758

RESUMO

OBJECTIVE: To further explore the "parent-of-origin" effect in a large cohort of well-phenotyped patients with cutaneous psoriasis without arthritis (PsC) and psoriatic arthritis (PsA). METHODS: Self-reported family history was obtained from PsA patients from Toronto and Newfoundland satisfying the Classification of Psoriatic Arthritis criteria, and PsC patients from Toronto, who were examined by a rheumatologist to exclude PsA. Proportions of probands with paternally and maternally transmitted psoriatic disease were compared by McNemar's and chi-square tests. Baseline clinical and genetic characteristics of probands with paternally and maternally transmitted disease were compared using logistic regression. RESULTS: A total of 849 probands reported a first-degree relative affected with psoriatic disease (PsC or PsA), of which 532 (63%) reported an affected parent. A significantly larger proportion of probands reported an affected father compared to an affected mother with psoriatic disease (289 [57%] versus 220 [43%], respectively; P = 0.003). This paternal transmission bias was evident in PsA (P = 0.006) and PsC probands, although it did not reach statistical significance in PsC probands (P = 0.20). Furthermore, the proportion of paternal PsC-proband PsA pairs (161 of 214 paternal transmissions [75%]) was significantly larger than maternal PsC-proband PsA pairs (103 of 161 maternal transmissions [64%]) (P = 0.02). Newfoundland probands with paternally transmitted disease had higher HLA-B*08 carriage (P = 0.04) and lower MICA-129Met carriage (P = 0.03). Males had higher HLA-B*38 carriage (P = 0.05) and a higher prevalence of nail lesions (P = 0.01). CONCLUSION: We have provided further epidemiologic evidence of a paternal transmission bias in psoriatic disease.


Assuntos
Artrite Psoriásica/diagnóstico , Artrite Psoriásica/genética , Predisposição Genética para Doença/genética , Pais , Adulto , Artrite Psoriásica/epidemiologia , Estudos de Coortes , Feminino , Predisposição Genética para Doença/epidemiologia , Humanos , Masculino , Pessoa de Meia-Idade , Ontário/epidemiologia
11.
Biol Psychiatry ; 77(3): 246-255, 2015 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-25108803

RESUMO

BACKGROUND: Major depressive disorder (MDD) exhibits numerous clinical and molecular features that are consistent with putative epigenetic misregulation. Despite growing interest in epigenetic studies of psychiatric diseases, the methodologies guiding such studies have not been well defined. METHODS: We performed DNA modification analysis in white blood cells from monozygotic twins discordant for MDD, in brain prefrontal cortex, and germline (sperm) samples from affected individuals and control subjects (total N = 304) using 8.1K CpG island microarrays and fine mapping. In addition to the traditional locus-by-locus comparisons, we explored the potential of new analytical approaches in epigenomic studies. RESULTS: In the microarray experiment, we detected a number of nominally significant DNA modification differences in MDD and validated selected targets using bisulfite pyrosequencing. Some MDD epigenetic changes, however, overlapped across brain, blood, and sperm more often than expected by chance. We also demonstrated that stratification for disease severity and age may increase the statistical power of epimutation detection. Finally, a series of new analytical approaches, such as DNA modification networks and machine-learning algorithms using binary and quantitative depression phenotypes, provided additional insights on the epigenetic contributions to MDD. CONCLUSIONS: Mapping epigenetic differences in MDD (and other psychiatric diseases) is a complex task. However, combining traditional and innovative analytical strategies may lead to identification of disease-specific etiopathogenic epimutations.


Assuntos
Transtorno Depressivo Maior/genética , Epigênese Genética , Adolescente , Adulto , Idoso , Ilhas de CpG , Feminino , Humanos , Leucócitos , Masculino , Análise em Microsséries , Pessoa de Meia-Idade , Córtex Pré-Frontal , Espermatozoides , Gêmeos Monozigóticos , Adulto Jovem
12.
Nat Genet ; 41(2): 240-5, 2009 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-19151718

RESUMO

Twin studies have provided the basis for genetic and epidemiological studies in human complex traits. As epigenetic factors can contribute to phenotypic outcomes, we conducted a DNA methylation analysis in white blood cells (WBC), buccal epithelial cells and gut biopsies of 114 monozygotic (MZ) twins as well as WBC and buccal epithelial cells of 80 dizygotic (DZ) twins using 12K CpG island microarrays. Here we provide the first annotation of epigenetic metastability of approximately 6,000 unique genomic regions in MZ twins. An intraclass correlation (ICC)-based comparison of matched MZ and DZ twins showed significantly higher epigenetic difference in buccal cells of DZ co-twins (P = 1.2 x 10(-294)). Although such higher epigenetic discordance in DZ twins can result from DNA sequence differences, our in silico SNP analyses and animal studies favor the hypothesis that it is due to epigenomic differences in the zygotes, suggesting that molecular mechanisms of heritability may not be limited to DNA sequence differences.


Assuntos
Metilação de DNA , Perfilação da Expressão Gênica , Gêmeos Dizigóticos/genética , Gêmeos Monozigóticos/genética , Adolescente , Animais , Animais não Endogâmicos , Estudos de Casos e Controles , Criança , Mapeamento Cromossômico , Ilhas de CpG , Metilação de DNA/fisiologia , Células Epiteliais/metabolismo , Feminino , Humanos , Leucócitos/metabolismo , Masculino , Camundongos , Camundongos Endogâmicos , Mucosa Bucal/metabolismo , Análise de Sequência com Séries de Oligonucleotídeos , Regiões Promotoras Genéticas
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