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1.
Cell ; 183(2): 315-323.e9, 2020 10 15.
Artículo en Inglés | MEDLINE | ID: mdl-32941801

RESUMEN

BCG vaccination in children protects against heterologous infections and improves survival independently of tuberculosis prevention. The phase III ACTIVATE trial assessed whether BCG has similar effects in the elderly. In this double-blind, randomized trial, elderly patients (n = 198) received BCG or placebo vaccine at hospital discharge and were followed for 12 months for new infections. At interim analysis, BCG vaccination significantly increased the time to first infection (median 16 weeks compared to 11 weeks after placebo). The incidence of new infections was 42.3% (95% CIs 31.9%-53.4%) after placebo vaccination and 25.0% (95% CIs 16.4%-36.1%) after BCG vaccination; most of the protection was against respiratory tract infections of probable viral origin (hazard ratio 0.21, p = 0.013). No difference in the frequency of adverse effects was found. Data show that BCG vaccination is safe and can protect the elderly against infections. Larger studies are needed to assess protection against respiratory infections, including COVID-19 (ClinicalTrials.gov NCT03296423).


Asunto(s)
Vacuna BCG/efectos adversos , Vacuna BCG/inmunología , Infecciones del Sistema Respiratorio/prevención & control , Anciano , Anciano de 80 o más Años , Vacuna BCG/administración & dosificación , Método Doble Ciego , Femenino , Hospitalización , Humanos , Masculino , Persona de Mediana Edad , Infecciones del Sistema Respiratorio/inmunología , Virosis/inmunología , Virosis/prevención & control
2.
Cell ; 170(1): 142-157.e19, 2017 Jun 29.
Artículo en Inglés | MEDLINE | ID: mdl-28648661

RESUMEN

Immune-checkpoint-blockade (ICB)-mediated rejuvenation of exhausted T cells has emerged as a promising approach for treating various cancers and chronic infections. However, T cells that become fully exhausted during prolonged antigen exposure remain refractory to ICB-mediated rejuvenation. We report that blocking de novo DNA methylation in activated CD8 T cells allows them to retain their effector functions despite chronic stimulation during a persistent viral infection. Whole-genome bisulfite sequencing of antigen-specific murine CD8 T cells at the effector and exhaustion stages of an immune response identified progressively acquired heritable de novo methylation programs that restrict T cell expansion and clonal diversity during PD-1 blockade treatment. Moreover, these exhaustion-associated DNA-methylation programs were acquired in tumor-infiltrating PD-1hi CD8 T cells, and approaches to reverse these programs improved T cell responses and tumor control during ICB. These data establish de novo DNA-methylation programming as a regulator of T cell exhaustion and barrier of ICB-mediated T cell rejuvenation.


Asunto(s)
Linfocitos T CD8-positivos/citología , Epigénesis Genética , Receptor de Muerte Celular Programada 1/antagonistas & inhibidores , Adenocarcinoma/tratamiento farmacológico , Animales , Linfocitos T CD8-positivos/inmunología , Metilación de ADN , Femenino , Masculino , Ratones , Ratones Endogámicos C57BL , Trasplante de Neoplasias , Neoplasias de la Próstata/tratamiento farmacológico , Virosis/tratamiento farmacológico
3.
Genes Dev ; 35(21-22): 1431-1444, 2021 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-34675062

RESUMEN

During neocortical development, tight regulation of neurogenesis-to-astrogenesis switching of neural precursor cells (NPCs) is critical to generate a balanced number of each neural cell type for proper brain functions. Accumulating evidence indicates that a complex array of epigenetic modifications and the availability of extracellular factors control the timing of neuronal and astrocytic differentiation. However, our understanding of NPC fate regulation is still far from complete. Bone morphogenetic proteins (BMPs) are renowned as cytokines that induce astrogenesis of gliogenic late-gestational NPCs. They also promote neurogenesis of mid-gestational NPCs, although the underlying mechanisms remain elusive. By performing multiple genome-wide analyses, we demonstrate that Smads, transcription factors that act downstream from BMP signaling, target dramatically different genomic regions in neurogenic and gliogenic NPCs. We found that histone H3K27 trimethylation and DNA methylation around Smad-binding sites change rapidly as gestation proceeds, strongly associated with the alteration of accessibility of Smads to their target binding sites. Furthermore, we identified two lineage-specific Smad-interacting partners-Sox11 for neurogenic and Sox8 for astrocytic differentiation-that further ensure Smad-regulated fate-specific gene induction. Our findings illuminate an exquisite regulation of NPC property change mediated by the interplay between cell-extrinsic cues and -intrinsic epigenetic programs during cortical development.


Asunto(s)
Células-Madre Neurales , Encéfalo , Diferenciación Celular/genética , Epigénesis Genética , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Neurogénesis/genética , Embarazo , Factores de Transcripción SOXE/genética
4.
Annu Rev Genomics Hum Genet ; 24: 109-132, 2023 08 25.
Artículo en Inglés | MEDLINE | ID: mdl-37075062

RESUMEN

DNA sequencing has revolutionized medicine over recent decades. However, analysis of large structural variation and repetitive DNA, a hallmark of human genomes, has been limited by short-read technology, with read lengths of 100-300 bp. Long-read sequencing (LRS) permits routine sequencing of human DNA fragments tens to hundreds of kilobase pairs in size, using both real-time sequencing by synthesis and nanopore-based direct electronic sequencing. LRS permits analysis of large structural variation and haplotypic phasing in human genomes and has enabled the discovery and characterization of rare pathogenic structural variants and repeat expansions. It has also recently enabled the assembly of a complete, gapless human genome that includes previously intractable regions, such as highly repetitive centromeres and homologous acrocentric short arms. With the addition of protocols for targeted enrichment, direct epigenetic DNA modification detection, and long-range chromatin profiling, LRS promises to launch a new era of understanding of genetic diversity and pathogenic mutations in human populations.


Asunto(s)
ADN , Secuencias Repetitivas de Ácidos Nucleicos , Humanos , Análisis de Secuencia de ADN/métodos , Secuencia de Bases , Mutación , ADN/genética
5.
Plant J ; 119(4): 2063-2079, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38859561

RESUMEN

Drought stress (DS) is one of the major constraints limiting yield in crop plants including rice. Gene regulation under DS is largely governed by accessibility of the transcription factors (TFs) to their cognate cis-regulatory elements (CREs). In this study, we used DNase I hypersensitive assays followed by sequencing to identify the accessible chromatin regions under DS in a drought-sensitive (IR64) and a drought-tolerant (N22) rice cultivar. Our results indicated that DNase I hypersensitive sites (DHSs) were highly enriched at transcription start sites (TSSs) and numerous DHSs were detected in the promoter regions. DHSs were concurrent with epigenetic marks and the genes harboring DHSs in their TSS and promoter regions were highly expressed. In addition, DS induced changes in DHSs (∆DHSs) in TSS and promoter regions were positively correlated with upregulation of several genes involved in drought/abiotic stress response, those encoding TFs and located within drought-associated quantitative trait loci, much preferentially in the drought-tolerant cultivar. The CREs representing the binding sites of TFs involved in DS response were detected within the ∆DHSs, suggesting differential accessibility of TFs to their cognate sites under DS in different rice cultivars, which may be further deployed for enhancing drought tolerance in rice.


Asunto(s)
Cromatina , Desoxirribonucleasa I , Sequías , Regulación de la Expresión Génica de las Plantas , Oryza , Estrés Fisiológico , Oryza/genética , Oryza/fisiología , Desoxirribonucleasa I/metabolismo , Desoxirribonucleasa I/genética , Cromatina/genética , Cromatina/metabolismo , Estrés Fisiológico/genética , Regiones Promotoras Genéticas/genética , Mapeo Cromosómico , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Secuencias Reguladoras de Ácidos Nucleicos/genética , Sitio de Iniciación de la Transcripción , Sitios de Carácter Cuantitativo/genética
6.
Chromosoma ; 133(3): 203-216, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38922437

RESUMEN

Transgenerational gene expression depends on both underlying DNA sequences and epigenetic modifications. The latter, which can result in transmission of variegated gene expression patterns across multiple generations without DNA alterations, has been termed epigenetic inheritance and has been documented in plants, worms, flies and mammals. Whereas transcription factors binding to cognate DNA sequence elements regulate gene expression, the molecular basis for epigenetic inheritance has been linked to histone and DNA modifications and non-coding RNA. Here we report that mutation of the CCAAT box promoter element abrogates NF-Y binding and disrupts the stable transgenerational expression of an MHC class I transgene. Transgenic mice with a mutated CCAAT box in the MHC class I transgene display variegated expression of the transgene among littermates and progeny in multiple independently derived transgenic lines. After 4 generations, CCAAT mutant transgenic lines derived from a single founder stably displayed distinct patterns of expression. Histone modifications and RNA polymerase II binding correlate with expression of CCAAT mutant transgenic lines, whereas DNA methylation and nucleosome occupancy do not. Mutation of the CCAAT box also results in changes to CTCF binding and DNA looping patterns across the transgene that correlate with expression status. These studies identify the CCAAT promoter element as a regulator of stable transgenerational gene expression such that mutation of the CCAAT box results in variegated transgenerational inheritance. Considering that the CCAAT box is present in 30% of eukaryotic promoters, this study provides insights into how fidelity of gene expression patterns is maintained through multiple generations.


Asunto(s)
Ratones Transgénicos , Regiones Promotoras Genéticas , Animales , Ratones , Metilación de ADN , Epigénesis Genética , Factor de Unión a CCAAT/genética , Factor de Unión a CCAAT/metabolismo , Regulación de la Expresión Génica , Genes MHC Clase I , Mutación , Histonas/metabolismo , Histonas/genética , ARN Polimerasa II/metabolismo , ARN Polimerasa II/genética , Factor de Unión a CCCTC/metabolismo , Factor de Unión a CCCTC/genética , Transgenes , Nucleosomas/metabolismo , Nucleosomas/genética
7.
J Virol ; 98(8): e0003524, 2024 Aug 20.
Artículo en Inglés | MEDLINE | ID: mdl-39082875

RESUMEN

The human immunodeficiency virus type 1 (HIV-1) reservoir consists of latently infected cells which present a major obstacle to achieving a functional cure for HIV-1. The formation and maintenance of HIV-1 latency have been extensively studied, and latency-reversing agents (LRAs) that can reactivate latent HIV-1 by targeting the involved host factors are developed; however, their clinical efficacies remain unsatisfactory. Therefore, it is imperative to identify novel targets for more potential candidates or better combinations for LRAs. In this study, we utilized CRISPR affinity purification in situ of regulatory elements system to screen for host factors associated with the HIV-1 long terminal repeat region that could potentially be involved in HIV-1 latency. We successfully identified that origin recognition complex 1 (ORC1), the largest subunit of the origin recognition complex, contributes to HIV-1 latency in addition to its function in DNA replication initiation. Notably, ORC1 is enriched on the HIV-1 promoter and recruits a series of repressive epigenetic elements, including DNMT1 and HDAC1/2, and histone modifiers, such as H3K9me3 and H3K27me3, thereby facilitating the establishment and maintenance of HIV-1 latency. Moreover, the reactivation of latent HIV-1 through ORC1 depletion has been confirmed across various latency cell models and primary CD4+ T cells from people living with HIV-1. Additionally, we comprehensively validated the properties of liquid-liquid phase separation (LLPS) of ORC1 from multiple perspectives and identified the key regions that promote the formation of LLPS. This property is important for the recruitment of ORC1 to the HIV-1 promoter. Collectively, these findings highlight ORC1 as a potential novel target implicated in HIV-1 latency and position it as a promising candidate for the development of novel LRAs. IMPORTANCE: Identifying host factors involved in maintaining human immunodeficiency virus type 1 (HIV-1) latency and understanding their mechanisms prepares the groundwork to discover novel targets for HIV-1 latent infection and provides further options for the selection of latency-reversing agents in the "shock" strategy. In this study, we identified a novel role of the DNA replication factor origin recognition complex 1 (ORC1) in maintaining repressive chromatin structures surrounding the HIV-1 promoter region, thereby contributing to HIV-1 latency. This discovery expands our understanding of the non-replicative functions of the ORC complex and provides a potential therapeutic strategy for HIV-1 cure.


Asunto(s)
Epigénesis Genética , Infecciones por VIH , Duplicado del Terminal Largo de VIH , VIH-1 , Complejo de Reconocimiento del Origen , Regiones Promotoras Genéticas , Latencia del Virus , Latencia del Virus/genética , Humanos , VIH-1/genética , VIH-1/fisiología , Duplicado del Terminal Largo de VIH/genética , Infecciones por VIH/virología , Infecciones por VIH/genética , Infecciones por VIH/metabolismo , Complejo de Reconocimiento del Origen/metabolismo , Complejo de Reconocimiento del Origen/genética , Linfocitos T CD4-Positivos/virología , Células HEK293 , ADN (Citosina-5-)-Metiltransferasa 1/metabolismo , ADN (Citosina-5-)-Metiltransferasa 1/genética , Histona Desacetilasa 1/metabolismo , Histona Desacetilasa 1/genética , Histona Desacetilasa 2/metabolismo , Histona Desacetilasa 2/genética , Regulación Viral de la Expresión Génica , Replicación Viral , Histonas/metabolismo , Histonas/genética
8.
Brief Bioinform ; 24(5)2023 09 20.
Artículo en Inglés | MEDLINE | ID: mdl-37539835

RESUMEN

Enhancers are crucial cis-regulatory elements that control gene expression in a cell-type-specific manner. Despite extensive genetic and computational studies, accurately predicting enhancer activity in different cell types remains a challenge, and the grammar of enhancers is still poorly understood. Here, we present HEAP (high-resolution enhancer activity prediction), an explainable deep learning framework for predicting enhancers and exploring enhancer grammar. The framework includes three modules that use grammar-based reasoning for enhancer prediction. The algorithm can incorporate DNA sequences and epigenetic modifications to obtain better accuracy. We use a novel two-step multi-task learning method, task adaptive parameter sharing (TAPS), to efficiently predict enhancers in different cell types. We first train a shared model with all cell-type datasets. Then we adapt to specific tasks by adding several task-specific subset layers. Experiments demonstrate that HEAP outperforms published methods and showcases the effectiveness of the TAPS, especially for those with limited training samples. Notably, the explainable framework HEAP utilizes post-hoc interpretation to provide insights into the prediction mechanisms from three perspectives: data, model architecture and algorithm, leading to a better understanding of model decisions and enhancer grammar. To the best of our knowledge, HEAP will be a valuable tool for insight into the complex mechanisms of enhancer activity.


Asunto(s)
Aprendizaje Profundo , Elementos de Facilitación Genéticos , Algoritmos , Secuencia de Bases , Epigénesis Genética
9.
Biol Cell ; 116(3): e2300094, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38404031

RESUMEN

BACKGROUND INFORMATION: Lamins are type V intermediate filament proteins underlying the inner nuclear membrane which provide structural rigidity to the nucleus, tether the chromosomes, maintain nuclear homeostasis, and remain dynamically associated with developmentally regulated regions of the genome. A large number of mutations particularly in the LMNA gene encoding lamin A/C results in a wide array of human diseases, collectively termed as laminopathies. Dilated Cardiomyopathy (DCM) is one such laminopathic cardiovascular disease which is associated with systolic dysfunction of left or both ventricles leading to cardiac arrhythmia which ultimately culminates into myocardial infarction. RESULTS: In this work, we have unraveled the epigenetic landscape to address the regulation of gene expression in mouse myoblast cell line in the context of the missense mutation LMNA 289A

Asunto(s)
Cardiomiopatía Dilatada , Animales , Humanos , Ratones , Cardiomiopatía Dilatada/genética , Cardiomiopatía Dilatada/metabolismo , Lamina Tipo A/genética , Lamina Tipo A/química , Lamina Tipo A/metabolismo , Mutación , FN-kappa B/genética , FN-kappa B/metabolismo , Lámina Nuclear
10.
Cell Mol Life Sci ; 81(1): 26, 2024 Jan 12.
Artículo en Inglés | MEDLINE | ID: mdl-38212548

RESUMEN

Mitochondria serve as essential organelles that play a key role in regulating stem cell fate. Mitochondrial dysfunction and stem cell exhaustion are two of the nine distinct hallmarks of aging. Emerging research suggests that epigenetic modification of mitochondria-encoded genes and the regulation of epigenetics by mitochondrial metabolites have an impact on stem cell aging or differentiation. Here, we review how key mitochondrial metabolites and behaviors regulate stem cell fate through an epigenetic approach. Gaining insight into how mitochondria regulate stem cell fate will help us manufacture and preserve clinical-grade stem cells under strict quality control standards, contributing to the development of aging-associated organ dysfunction and disease.


Asunto(s)
Mitocondrias , Células Madre , Diferenciación Celular/genética , Mitocondrias/metabolismo , Epigénesis Genética , Senescencia Celular , ADN Mitocondrial/genética
11.
Bioessays ; 45(11): e2300035, 2023 11.
Artículo en Inglés | MEDLINE | ID: mdl-37694689

RESUMEN

Ascorbic acid is a redox regulator in many physiological processes. Besides its antioxidant activity, many intriguing functions of ascorbic acid in the expression of immunoregulatory genes have been suggested. Ascorbic acid acts as a co-factor for the Fe+2 -containing α-ketoglutarate-dependent Jumonji-C domain-containing histone demethylases (JHDM) and Ten eleven translocation (TET) methylcytosine dioxygenasemediated epigenetic modulation. By influencing JHDM and TET, ascorbic acid facilitates the differentiation of double negative (CD4- CD8- ) T cells to double positive (CD4+ CD8+ ) T cells and of T-helper cells to different effector subsets. Ascorbic acid modulates plasma cell differentiation and promotes early differentiation of hematopoietic stem cells (HSCs) to NK cells. These findings indicate that ascorbic acid plays a significant role in regulating both innate and adaptive immune cells, opening up new research areas in Immunonutrition. Being a water-soluble vitamin and a safe micro-nutrient, ascorbic acid can be used as an adjunct therapy for many disorders of the immune system.


Asunto(s)
Ácido Ascórbico , Dioxigenasas , Ácido Ascórbico/farmacología , Ácido Ascórbico/metabolismo , Histona Demetilasas con Dominio de Jumonji/genética , Histona Demetilasas con Dominio de Jumonji/metabolismo , Dioxigenasas/genética , Histona Demetilasas/genética , Histona Demetilasas/metabolismo , Inmunidad , 5-Metilcitosina , Metilación de ADN
12.
Am J Physiol Renal Physiol ; 327(3): F327-F339, 2024 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-38961840

RESUMEN

Diabetes, a chronic disease characterized by hyperglycemia, is associated with significantly accelerated complications, including diabetic kidney disease (DKD), which increases morbidity and mortality. Hyperglycemia and other diabetes-related environmental factors such as overnutrition, sedentary lifestyles, and hyperlipidemia can induce epigenetic changes. Working alone or with genetic factors, these epigenetic changes that occur without alterations in the underlying DNA sequence, can alter the expression of pathophysiological genes and impair functions of associated target cells/organs, leading to diabetic complications like DKD. Notably, some hyperglycemia-induced epigenetic changes persist in target cells/tissues even after glucose normalization, leading to sustained complications despite glycemic control, so-called metabolic memory. Emerging evidence from in vitro and in vivo animal models and clinical trials with subjects with diabetes identified clear associations between metabolic memory and epigenetic changes including DNA methylation, histone modifications, chromatin structure, and noncoding RNAs at key loci. Targeting such persistent epigenetic changes and/or molecules regulated by them can serve as valuable opportunities to attenuate, or erase metabolic memory, which is crucial to prevent complication progression. Here, we review these cell/tissue-specific epigenetic changes identified to-date as related to diabetic complications, especially DKD, and the current status on targeting epigenetics to tackle metabolic memory. We also discuss limitations in current studies, including the need for more (epi)genome-wide studies, integrative analysis using multiple epigenetic marks and Omics datasets, and mechanistic evaluation of metabolic memory. Considering the tremendous technological advances in epigenomics, genetics, sequencing, and availability of genomic datasets from clinical cohorts, this field is likely to see considerable progress in the upcoming years.


Asunto(s)
Metilación de ADN , Nefropatías Diabéticas , Epigénesis Genética , Humanos , Animales , Nefropatías Diabéticas/genética , Nefropatías Diabéticas/metabolismo , Complicaciones de la Diabetes/metabolismo , Complicaciones de la Diabetes/genética
13.
Clin Immunol ; 265: 110287, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38909973

RESUMEN

LL37 alone and in complex with self-DNA triggers inflammatory responses in myeloid cells and plays a crucial role in the development of systemic autoimmune diseases, like psoriasis and systemic lupus erythematosus. We demonstrated that LL37/self-DNA complexes induce long-term metabolic and epigenetic changes in monocytes, enhancing their responsiveness to subsequent stimuli. Monocytes trained with LL37/self-DNA complexes and those derived from psoriatic patients exhibited heightened glycolytic and oxidative phosphorylation rates, elevated release of proinflammatory cytokines, and affected naïve CD4+ T cells. Additionally, KDM6A/B, a demethylase of lysine 27 on histone 3, was upregulated in psoriatic monocytes and monocytes treated with LL37/self-DNA complexes. Inhibition of KDM6A/B reversed the trained immune phenotype by reducing proinflammatory cytokine production, metabolic activity, and the induction of IL-17-producing T cells by LL37/self-DNA-treated monocytes. Our findings highlight the role of LL37/self-DNA-induced innate immune memory in psoriasis pathogenesis, uncovering its impact on monocyte and T cell dynamics.


Asunto(s)
Péptidos Catiónicos Antimicrobianos , Catelicidinas , ADN , Monocitos , Psoriasis , Humanos , Monocitos/inmunología , Monocitos/metabolismo , Psoriasis/inmunología , ADN/inmunología , ADN/metabolismo , Péptidos Catiónicos Antimicrobianos/metabolismo , Histona Demetilasas/metabolismo , Histona Demetilasas/genética , Linfocitos T CD4-Positivos/inmunología , Reprogramación Celular/inmunología , Citocinas/metabolismo , Citocinas/inmunología , Inmunidad Innata , Masculino , Epigénesis Genética , Femenino , Memoria Inmunológica , Histona Demetilasas con Dominio de Jumonji/metabolismo , Histona Demetilasas con Dominio de Jumonji/genética , Interleucina-17/metabolismo , Interleucina-17/inmunología , Células Cultivadas
14.
Eur J Immunol ; 53(4): e2048980, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-36647268

RESUMEN

Epigenetics, as a discipline that aims to explain the differential expression of phenotypes arising from the same gene sequence and the heritability of epigenetic expression, has received much attention in medicine. Epigenetic mechanisms are constantly being discovered, including DNA methylation, histone modifications, noncoding RNAs and m6A. The immune system mainly achieves an immune response through the differentiation and functional expression of immune cells, in which epigenetic modification will have an important impact. Because of immune infiltration in the tumor microenvironment, immunotherapy has become a research hotspot in tumor therapy. Epigenetics plays an important role in autoimmune diseases and cancers through immunology. An increasing number of drugs targeting epigenetic mechanisms, such as DNA methyltransferase inhibitors, histone deacetylase inhibitors, and drug combinations, are being evaluated in clinical trials for the treatment of various cancers (including leukemia and osteosarcoma) and autoimmune diseases (systemic lupus erythematosus, rheumatoid arthritis, systemic sclerosis). This review summarizes the progress of epigenetic regulation for cancers and autoimmune diseases to date, shedding light on potential therapeutic strategies.


Asunto(s)
Enfermedades Autoinmunes , Neoplasias , Humanos , Autoinmunidad/genética , Epigénesis Genética , Ciencia Traslacional Biomédica , Metilación de ADN , Neoplasias/genética , Neoplasias/terapia , Microambiente Tumoral
15.
Biochem Biophys Res Commun ; 724: 150225, 2024 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-38852503

RESUMEN

Data acquisition for transcriptomic studies used to be the bottleneck in the transcriptomic analytical pipeline. However, recent developments in transcriptome profiling technologies have increased researchers' ability to obtain data, resulting in a shift in focus to data analysis. Incorporating machine learning to traditional analytical methods allows the possibility of handling larger volumes of complex data more efficiently. Many bioinformaticians, especially those unfamiliar with ML in the study of human transcriptomics and complex biological systems, face a significant barrier stemming from their limited awareness of the current landscape of ML utilisation in this field. To address this gap, this review endeavours to introduce those individuals to the general types of ML, followed by a comprehensive range of more specific techniques, demonstrated through examples of their incorporation into analytical pipelines for human transcriptome investigations. Important computational aspects such as data pre-processing, task formulation, results (performance of ML models), and validation methods are encompassed. In hope of better practical relevance, there is a strong focus on studies published within the last five years, almost exclusively examining human transcriptomes, with outcomes compared with standard non-ML tools.


Asunto(s)
Perfilación de la Expresión Génica , Aprendizaje Automático , Transcriptoma , Humanos , Perfilación de la Expresión Génica/métodos , Biología Computacional/métodos
16.
Brief Bioinform ; 23(4)2022 07 18.
Artículo en Inglés | MEDLINE | ID: mdl-35762154

RESUMEN

Abnormal accumulation of R-loops results in replication stress, genome instability, chromatin alterations and gene silencing. Little research has been done to characterize functional relationships among R-loops, histone marks, RNA polymerase II (RNAPII) transcription and gene regulation. We built extremely randomized trees (ETs) models to predict the genome-wide R-loops using RNAPII and multiple histone modifications chromatin immunoprecipitation (ChIP)-seq, DNase-seq, Global Run-On sequencing (GRO-seq) and R-loop profiling data. We compared the performance of ET models to multiple machine learning approaches, and the proposed ET models achieved the best and extremely robust performances. Epigenetic profiles are highly predictive of R-loops genome-widely and they are strongly associated with R-loop formation. In addition, the presence of R-loops is significantly correlated with RNAPII transcription activity, H3K4me3 and open chromatin around the transcription start site, and H3K9me1 and H3K9me3 around the transcription termination site. RNAPII pausing defects were correlated with 5'R-loops accumulation, and transcriptional termination defects and read-throughs were correlated with 3'R-loops accumulation. Furthermore, we found driver genes with 5'R-loops and RNAPII pausing defects express significantly higher and genes with 3'R-loops and read-through transcription express significantly lower than genes without R-loops. These driver genes are enriched with chromosomal instability, Hippo-Merlin signaling Dysregulation, DNA damage response and TGF-ß pathways, indicating R-loops accumulating at the 5' end of genes play oncogenic roles, whereas at the 3' end of genes play tumor-suppressive roles in tumorigenesis.


Asunto(s)
Estructuras R-Loop , ARN Polimerasa II , Cromatina/genética , Epigénesis Genética , ARN Polimerasa II/genética , ARN Polimerasa II/metabolismo , Transcripción Genética
17.
Crit Rev Biotechnol ; : 1-9, 2024 May 08.
Artículo en Inglés | MEDLINE | ID: mdl-38719539

RESUMEN

Climate change-related environmental stresses can negatively impact crop productivity and pose a threat to sustainable agriculture. Plants have a remarkable innate ability to detect a broad array of environmental cues, including stresses that trigger stress-induced regulatory networks and signaling pathways. Transcriptional activation of plant pathogenesis related-1 (PR-1) proteins was first identified as an integral component of systemic acquired resistance in response to stress. Consistent with their central role in immune defense, overexpression of PR-1s in diverse plant species is frequently used as a marker for salicylic acid (SA)-mediated defense responses. Recent advances demonstrated how virulence effectors, SA signaling cascades, and epigenetic modifications modulate PR-1 expression in response to environmental stresses. We and others showed that transcriptional regulatory networks involving PR-1s could be used to improve plant resilience to stress. Together, the results of these studies have re-energized the field and provided long-awaited insights into a possible function of PR-1s under extreme environmental stress.

18.
FASEB J ; 37(12): e23301, 2023 12.
Artículo en Inglés | MEDLINE | ID: mdl-37942865

RESUMEN

HIV-associated neurocognitive disorders (HAND) is a term describing a complex set of cognitive impairments accompanying HIV infection. Successful antiretroviral therapy (ART) reduces the most severe forms of HAND, but milder forms affect over 50% of people living with HIV (PLWH). Pathogenesis of HAND in the ART era remains unknown. A variety of pathogenic factors, such as persistent HIV replication in the brain reservoir, HIV proteins released from infected brain cells, HIV-induced neuroinflammation, and some components of ART, have been implicated in driving HAND pathogenesis in ART-treated individuals. Here, we propose another factor-impairment of cholesterol homeostasis and lipid rafts by HIV-1 protein Nef-as a possible contributor to HAND pathogenesis. These effects of Nef on cholesterol may also underlie the effects of other pathogenic factors that constitute the multifactorial nature of HAND pathogenesis. The proposed Nef- and cholesterol-focused mechanism may provide a long-sought unified explanation of HAND pathogenesis that takes into account all contributing factors. Evidence for the impairment by Nef of cellular cholesterol balance, potential effects of this impairment on brain cells, and opportunities to therapeutically target this element of HAND pathogenesis are discussed.


Asunto(s)
Infecciones por VIH , VIH-1 , Humanos , Infecciones por VIH/complicaciones , Infecciones por VIH/tratamiento farmacológico , Infecciones por VIH/patología , VIH-1/metabolismo , Encéfalo/metabolismo , Colesterol/metabolismo , Productos del Gen nef del Virus de la Inmunodeficiencia Humana/metabolismo , Productos del Gen nef del Virus de la Inmunodeficiencia Humana/farmacología , Productos del Gen nef del Virus de la Inmunodeficiencia Humana/uso terapéutico
19.
Pharmacol Res ; 203: 107182, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38614373

RESUMEN

Inflammatory diseases, including infectious diseases, diabetes-related diseases, arthritis-related diseases, neurological diseases, digestive diseases, and tumor, continue to threaten human health and impose a significant financial burden despite advancements in clinical treatment. Pyroptosis, a pro-inflammatory programmed cell death pathway, plays an important role in the regulation of inflammation. Moderate pyroptosis contributes to the activation of native immunity, whereas excessive pyroptosis is associated with the occurrence and progression of inflammation. Pyroptosis is complicated and tightly controlled by various factors. Accumulating evidence has confirmed that epigenetic modifications and post-translational modifications (PTMs) play vital roles in the regulation of pyroptosis. Epigenetic modifications, which include DNA methylation and histone modifications (such as methylation and acetylation), and post-translational modifications (such as ubiquitination, phosphorylation, and acetylation) precisely manipulate gene expression and protein functions at the transcriptional and post-translational levels, respectively. In this review, we summarize the major pathways of pyroptosis and focus on the regulatory roles and mechanisms of epigenetic and post-translational modifications of pyroptotic components. We also illustrate these within pyroptosis-associated inflammatory diseases. In addition, we discuss the effects of novel therapeutic strategies targeting epigenetic and post-translational modifications on pyroptosis, and provide prospective insight into the regulation of pyroptosis for the treatment of inflammatory diseases.


Asunto(s)
Epigénesis Genética , Inflamación , Procesamiento Proteico-Postraduccional , Piroptosis , Humanos , Piroptosis/efectos de los fármacos , Animales , Inflamación/genética , Inflamación/metabolismo , Antiinflamatorios/uso terapéutico , Antiinflamatorios/farmacología
20.
J Biochem Mol Toxicol ; 38(6): e23741, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38816991

RESUMEN

Alzheimer's disease (AD) is a progressive decline in cognitive ability and behavior which eventually disrupts daily activities. AD has no cure and the progression rate varies unlikely. Among various causative factors, heavy metals are reported to be a significant hazard in AD pathogenesis. Metal-induced neurodegeneration has been focused globally with thorough research to unravel the mechanistic insights in AD. Recently, heavy metals suggested to play an important role in epigenetic alterations which might provide evidential results on AD pathology. Epigenetic modifications are known to play towards novel therapeutic approaches in treating AD. Though many studies focus on epigenetics and heavy metal implications in AD, there is a lack of research on heavy metal influence on epigenetic toxicity in neurological disorders. The current review aims to elucidate the plausible role of cadmium (Cd), iron (Fe), arsenic (As), copper (Cu), and lithium (Li) metals on epigenetic factors and the increase in amyloid beta and tau phosphorylation in AD. Also, the review discusses the common methods of heavy metal detection to implicate in AD pathogenesis. Hence, from this review, we can extend the need for future research on identifying the mechanistic behavior of heavy metals on epigenetic toxicity and to develop diagnostic and therapeutic markers in AD.


Asunto(s)
Enfermedad de Alzheimer , Epigénesis Genética , Metales Pesados , Enfermedad de Alzheimer/genética , Enfermedad de Alzheimer/inducido químicamente , Enfermedad de Alzheimer/metabolismo , Enfermedad de Alzheimer/etiología , Humanos , Epigénesis Genética/efectos de los fármacos , Metales Pesados/toxicidad , Péptidos beta-Amiloides/metabolismo , Animales , Proteínas tau/metabolismo , Proteínas tau/genética
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