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1.
Heliyon ; 10(6): e28069, 2024 Mar 30.
Artigo em Inglês | MEDLINE | ID: mdl-38515712

RESUMO

Nirmatrelvir/ritonavir (N/r) has received emergency use authorization for mild-to-moderate COVID-19 treatment in adult and pediatric patients (aged and weighing at least 12 years and 40 kg, respectively) presenting positive direct SARS-CoV-2 viral testing results and a high risk of disease progression to severe COVID-19. However, information remains limited concerning the corresponding drug safety, efficacy, and pharmacokinetics in patients with severe renal impairment. In this study, we present the case of a 91-year-old Chinese man who, despite exhibiting recurrent positive SARS-CoV-2 results and progression to severe COVID-19, was treated with N/r. Due to severe renal impairment and concurrent administration of continuous renal replacement therapy (continuous venovenous hemofiltration) during medication, we aimed to determine the serum N/r drug concentration in the patient. Our analysis revealed Cmax values of 12.42 and 2.001 µg/mL for nirmatrelvir and ritonavir, respectively. Despite the particularly high serum N/r concentration in this patient, the clinical and laboratory test analyses confirmed that the treatment was safe and effective. Nevertheless, N/r should be used with caution and at lower doses in patients with severe renal impairment to avoid potential high N/r concentration-related adverse reactions and events.

2.
Nat Neurosci ; 27(2): 272-285, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38172439

RESUMO

The central mechanisms underlying pain chronicity remain elusive. Here, we identify a reciprocal neuronal circuit in mice between the anterior cingulate cortex (ACC) and the ventral tegmental area (VTA) that mediates mutual exacerbation between hyperalgesia and allodynia and their emotional consequences and, thereby, the chronicity of neuropathic pain. ACC glutamatergic neurons (ACCGlu) projecting to the VTA indirectly inhibit dopaminergic neurons (VTADA) by activating local GABAergic interneurons (VTAGABA), and this effect is reinforced after nerve injury. VTADA neurons in turn project to the ACC and synapse to the initial ACCGlu neurons to convey feedback information from emotional changes. Thus, an ACCGlu-VTAGABA-VTADA-ACCGlu positive-feedback loop mediates the progression to and maintenance of persistent pain and comorbid anxiodepressive-like behavior. Disruption of this feedback loop relieves hyperalgesia and anxiodepressive-like behavior in a mouse model of neuropathic pain, both acutely and in the long term.


Assuntos
Neuralgia , Área Tegmentar Ventral , Camundongos , Animais , Giro do Cíngulo , Hiperalgesia , Retroalimentação , Neurônios Dopaminérgicos/fisiologia , Ácido gama-Aminobutírico
3.
Comput Med Imaging Graph ; 111: 102316, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38039866

RESUMO

Cylindrical organs, e.g., blood vessels, airways, and intestines, are ubiquitous structures in biomedical optical imaging analysis. Image segmentation of these structures serves as a vital step in tissue physiology analysis. Traditional model-driven segmentation methods seek to fit the structure by constructing a corresponding topological geometry based on domain knowledge. Classification-based deep learning methods neglect the geometric features of the cylindrical structure and therefore cannot ensure the continuity of the segmentation surface. In this paper, by treating the cylindrical structures as a 3D graph, we introduce a novel contour-based graph neural network for 3D cylindrical structure segmentation in biomedical optical imaging. Our proposed method, which we named CylinGCN, adopts a novel learnable framework that extracts semantic features and complex topological relationships in the 3D volumetric data to achieve continuous and effective 3D segmentation. Our CylinGCN consists of a multiscale 3D semantic feature extractor for extracting inter-frame multiscale semantic features, and a residual graph convolutional network (GCN) contour generator that combines the semantic features and cylindrical topological priors to generate segmentation contours. We tested the CylinGCN framework on two types of optical tomographic imaging data, small animal whole body photoacoustic tomography (PAT) and endoscopic airway optical coherence tomography (OCT), and the results show that CylinGCN achieves state-of-the-art performance. Code will be released at https://github.com/lzc-smu/CylinGCN.git.


Assuntos
Redes Neurais de Computação , Tomografia Computadorizada por Raios X , Tomografia Computadorizada por Raios X/métodos , Tomografia de Coerência Óptica/métodos , Processamento de Imagem Assistida por Computador/métodos
4.
J Vis Exp ; (193)2023 03 10.
Artigo em Inglês | MEDLINE | ID: mdl-36971432

RESUMO

Lipid droplets (LDs) are organelles that play an important role in lipid metabolism and neutral lipid storage in cells. They are associated with a variety of metabolic diseases, such as obesity, fatty liver disease, and diabetes. In hepatic cells, the sizes and numbers of LDs are signs of fatty liver disease. Moreover, the oxidative stress reaction, cell autophagy, and apoptosis are often accompanied by changes in the sizes and numbers of LDs. As a result, the dimensions and quantity of LDs are the basis of the current research regarding the mechanism of LD biogenesis. Here, in fatty acid-induced bovine hepatic cells, we describe how to use oil red O to stain LDs and to investigate the sizes and numbers of LDs. The size distribution of LDs is statistically analyzed. The process of small LDs fusing into large LDs is also observed by a live cell imaging system. The current work provides a way to directly observe the size change trend of LDs under different physiological conditions.


Assuntos
Gotículas Lipídicas , Hepatopatia Gordurosa não Alcoólica , Animais , Bovinos , Gotículas Lipídicas/metabolismo , Hepatócitos/metabolismo , Obesidade/metabolismo , Metabolismo dos Lipídeos , Hepatopatia Gordurosa não Alcoólica/metabolismo
5.
Genes (Basel) ; 13(8)2022 08 20.
Artigo em Inglês | MEDLINE | ID: mdl-36011399

RESUMO

In the nervous system, synapses are special and pervasive structures between axonal and dendritic terminals, which facilitate electrical and chemical communications among neurons. Extensive studies have been conducted in mice and rats to explore the RNA pool at synapses and investigate RNA transport, local protein synthesis, and synaptic plasticity. However, owing to the experimental difficulties of studying human synaptic transcriptomes, the full pool of human synaptic RNAs remains largely unclear. We developed a new machine learning method, called PredSynRNA, to predict the synaptic localization of human RNAs. Training instances of dendritically localized RNAs were compiled from previous rodent studies, overcoming the shortage of empirical instances of human synaptic RNAs. Using RNA sequence and gene expression data as features, various models with different learning algorithms were constructed and evaluated. Strikingly, the models using the developmental brain gene expression features achieved superior performance for predicting synaptically localized RNAs. We examined the relevant expression features learned by PredSynRNA and used an independent test dataset to further validate the model performance. PredSynRNA models were then applied to the prediction and prioritization of candidate RNAs localized to human synapses, providing valuable targets for experimental investigations into neuronal mechanisms and brain disorders.


Assuntos
Neurônios , Sinapses , Animais , Encéfalo/metabolismo , Humanos , Camundongos , Neurônios/metabolismo , Biossíntese de Proteínas , RNA/genética , RNA/metabolismo , Ratos , Sinapses/genética
6.
Biomacromolecules ; 23(8): 3318-3328, 2022 08 08.
Artigo em Inglês | MEDLINE | ID: mdl-35857877

RESUMO

Phenol-soluble modulin α3 (PSMα3) can self-assemble into fibrous assemblies with a unique "cross-α" sheet structure, which serves as a key virulence factor in the infection of Staphylococcus aureus. However, the structure-cytotoxicity relationships of PSMα3 still remain elusive. Herein, we utilized the strategy of salt-inducing assembly polymorphism to controllably prepare three PSMα3 assemblies with morphological and structural distinctions, including amorphous aggregates (AAs), rigid fibrils (RFs), and oligomers/curvilinear fibrils (OCFs), which provided a convincing method to facilitate the structure-cytotoxicity investigation of PSMα3 assemblies. Our results affirmed that amyloid fibrillation was essential for the enhancement of PSMα3 cytotoxicity, which was proved based on the evidence that RFs and OCFs both triggered more obvious cytotoxicity than AAs. Furthermore, our study also demonstrated that the cytotoxicity was severely dependent on the size and structure of PSMα3 fibrils. In detail, smaller OCFs rich in α-helices exhibited stronger virulence than RFs with larger sizes and low α-helical contents. The cytotoxicity caused by such fibrils was achieved via a membrane-disrupting mechanism, in which RFs and OCFs might be prone to membrane thinning and perforation, respectively. This strategy of salt-inducing PSMα3 assembly polymorphism facilitated the comprehension of the relationship between the characteristics of PSMα3 assemblies and their cytotoxicity and was also helpful to understanding the intrinsic assembly mechanism of the PSMα3.


Assuntos
Toxinas Bacterianas , Amiloide/química , Toxinas Bacterianas/química , Cloreto de Sódio , Staphylococcus aureus
7.
Int J Biol Macromol ; 214: 446-458, 2022 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-35752334

RESUMO

The formidable virulence of methicillin-resistant staphylococcus aureus (MRSA) have thrown great challenges to biomedicine, which mainly derives from their autocrine phenol-soluble modulins (PSMs) toxins, especially the most toxic member termed phenol-soluble modulins α3 (PSMα3). PSMα3 cytotoxicity is attributed to its amyloidal fibrillation and subsequent formation of cross-α sheet fibrils. Inspired by the multiple biological activity of Sappanwood, herein, we adopted brazilin, a natural polyphenolic compound originated from Caesalpinia sappan, as a potential antidote of PSMα3 toxins, and attempted to prove that the regulation of PSMα3 fibrillation was an effective alexipharmic way for MRSA infections. In vitro results revealed that brazilin suppressed PSMα3 fibrillation and disassembled preformed amyloidal fibrils in a dose-dependent manner, in which molar ratio (brazilin: PSMα3) of efficient inhibition and disassembly were both 1:1. These desired regulations dominated by brazilin benefited from its bonding to core fibrils-forming residues of PSMα3 monomers urged by hydrogen bonding and pi-pi stacking, and such binding modes facilitated brazilin-mediated inhibition or disruption of interactions between neighboring PSMα3 monomers. In this context, these inhibited and disassembled PSMα3 assemblies could not easily insert into cell membrane and subsequent penetration, and thus alleviating the membrane disruption, cytoplasmic leakage, and reactive oxygen species (ROS) generation in normal cells. As such, brazilin dramatically decreased the cytotoxicity borne by toxic PSMα3 fibrils. In addition, in vivo experiments affirmed that brazilin relieved the toxicity of PSMα3 toxins and thus promoted the skin wound healing of mice. This study provides a new antidote of PSMα3 toxins, and also confirms the feasibility of the assembly-regulation strategy in development of antidotes against supramolecular fibrillation-dependent toxins.


Assuntos
Amiloide , Staphylococcus aureus Resistente à Meticilina , Polifenóis , Animais , Camundongos , Amiloide/química , Proteínas Amiloidogênicas/metabolismo , Antídotos , Benzopiranos/química , Caesalpinia/química , Staphylococcus aureus Resistente à Meticilina/metabolismo , Extratos Vegetais/farmacologia , Extratos Vegetais/uso terapêutico , Polifenóis/farmacologia , Staphylococcus aureus
8.
Proc Natl Acad Sci U S A ; 119(20): e2111051119, 2022 05 17.
Artigo em Inglês | MEDLINE | ID: mdl-35537054

RESUMO

Exocytosis and endocytosis are tightly coupled. In addition to initiating exocytosis, Ca2+ plays critical roles in exocytosis­endocytosis coupling in neurons and nonneuronal cells. Both positive and negative roles of Ca2+ in endocytosis have been reported; however, Ca2+ inhibition in endocytosis remains debatable with unknown mechanisms. Here, we show that synaptotagmin-1 (Syt1), the primary Ca2+ sensor initiating exocytosis, plays bidirectional and opposite roles in exocytosis­endocytosis coupling by promoting slow, small-sized clathrin-mediated endocytosis but inhibiting fast, large-sized bulk endocytosis. Ca2+-binding ability is required for Syt1 to regulate both types of endocytic pathways, the disruption of which leads to inefficient vesicle recycling under mild stimulation and excessive membrane retrieval following intense stimulation. Ca2+-dependent membrane tubulation may explain the opposite endocytic roles of Syt1 and provides a general membrane-remodeling working model for endocytosis determination. Thus, Syt1 is a primary bidirectional Ca2+ sensor facilitating clathrin-mediated endocytosis but clamping bulk endocytosis, probably by manipulating membrane curvature to ensure both efficient and precise coupling of endocytosis to exocytosis.


Assuntos
Endocitose , Transmissão Sináptica , Sinaptotagmina I , Cálcio/metabolismo , Endocitose/fisiologia , Exocitose/fisiologia , Neurônios/metabolismo , Sinaptotagmina I/metabolismo
9.
Front Surg ; 9: 871321, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35449551

RESUMO

Background: Pregnant women are a common group of people with tuberculosis,especially in patients infected with HIV at the same time. Antituberculosis drug prophylaxis is effective in reducing tuberculosis infection in pregnant women and fetuses after pregnancy, but its safety is still worthy of in-depth discussion. In this study, we conducted a systematic review and meta-analysis of reports on the use of antituberculosis drugs during pregnancy in recent years to provide evidence for clinical diagnosis and treatment. Methods: The PubMed, Embase, Web of Science databases, Ovid, and clinicaltrials.gov were searched. Search for clinical randomized controlled studies and cohort studies on the use of antituberculosis drugs during pregnancy published in the databases from January 2000 to September 2021 was performed using the Stata 16.0 software after screening qualified bodies of literature. Results: On the basis of the initial search of 408 articles, this study included a total of 8 articles and 2,563 patients after screening; meta-analysis results showed that preventive treatment with antituberculosis drugs did not increase the incidence of serious maternal adverse events [RR = 0.99, 95% CI (.88, 1.12), Z = -0.108, P = 0.914], did not increase drug hepatotoxicity [RR = 1.13, 95% CI (.9, 1.43), Z = 1.071, P = 0.284], did not increase the incidence of peripheral nerve disease [RR = 1.52, 95% CI (.85, 2.71), Z = 1.412, P = 0.158], did not increase maternal mortality [RR = 0.67, 95% CI (.27, 1.7), Z = -0.84, P = 0.401], and could significantly reduce adverse pregnancy outcomes [RR = 0.78, 95% CI (0.68, 0.89), Z = -3.581, P < 0.0001]. Discussion: The use of antituberculosis drugs for preventive treatment during pregnancy is safe and can obtain better pregnancy outcomes.

10.
J Neurotrauma ; 39(1-2): 227-237, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-33677989

RESUMO

Gastrointestinal dysfunction is a common peripheral organ complication after traumatic brain injury (TBI), yet the underlying mechanism remains unknown. TBI has been demonstrated to cause gut microbiota dysbiosis in animal models, although the impacts of gut microbiota dysbiosis on gastrointestinal dysfunction were not examined. Bile acids are key metabolites between gut microbiota and host interactions. Therefore, the aim of this study was to investigate the mechanistic links between them by detecting the alterations of gut microbiota and bile acid profile after TBI. For that, we established TBI in mice using a lateral fluid percussion injury model. Gut microbiota was examined by 16S rRNA sequencing, and bile acids were profiled by ultra-performance liquid chromatography-tandem mass spectrometry. Our results showed that TBI caused intestinal inflammation and gut barrier impairment. Alterations of gut microbiota and bile acid profile were observed. The diversity of gut microbiota experienced a time dependent change from 1 h to 7 days post-injury. Levels of bile acids in feces and plasma were decreased after TBI, and the decrease was more significant in secondary bile acids, which may contribute to intestinal inflammation. Specific bacterial taxa such as Staphylococcus and Lachnospiraceae that may contribute to the bile acid metabolic changes were identifed. In conclusion, our study suggested that TBI-induced gut microbiota dysbiosis may contribute to gastrointestinal dysfunction via altering bile acid profile. Gut microbiota may be a potential treatment target for TBI-induced gastrointestinal dysfunction.


Assuntos
Lesões Encefálicas Traumáticas , Microbioma Gastrointestinal , Animais , Ácidos e Sais Biliares/efeitos adversos , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas Traumáticas/microbiologia , Disbiose , Camundongos , RNA Ribossômico 16S/genética
11.
Nat Metab ; 3(10): 1400-1414, 2021 10.
Artigo em Inglês | MEDLINE | ID: mdl-34663975

RESUMO

5-diphosphoinositol pentakisphosphate (5-IP7) is a signalling metabolite linked to various cellular processes. How extracellular stimuli elicit 5-IP7 signalling remains unclear. Here we show that 5-IP7 in ß cells mediates parasympathetic stimulation of synaptotagmin-7 (Syt7)-dependent insulin release. Mechanistically, vagal stimulation and activation of muscarinic acetylcholine receptors triggers Gαq-PLC-PKC-PKD-dependent signalling and activates IP6K1, the 5-IP7 synthase. Whereas both 5-IP7 and its precursor IP6 compete with PIP2 for binding to Syt7, Ca2+ selectively binds 5-IP7 with high affinity, freeing Syt7 to enable fusion of insulin-containing vesicles with the cell membrane. ß-cell-specific IP6K1 deletion diminishes insulin secretion and glucose clearance elicited by muscarinic stimulation, whereas mice carrying a phosphorylation-mimicking, hyperactive IP6K1 mutant display augmented insulin release, congenital hyperinsulinaemia and obesity. These phenotypes are absent in mice lacking Syt7. Our study proposes a new conceptual framework for inositol pyrophosphate physiology in which 5-IP7 acts as a GPCR second messenger at the interface between peripheral nervous system and metabolic organs, transmitting Gq-coupled GPCR stimulation to unclamp Syt7-dependent, and perhaps other, exocytotic events.


Assuntos
Exocitose , Fosfatos de Inositol/metabolismo , Insulina/metabolismo , Receptores Acoplados a Proteínas G/metabolismo , Sinaptotagminas/metabolismo , Animais , Camundongos , Fosforilação , Transdução de Sinais
12.
J Neurosci Nurs ; 53(1): 44-48, 2021 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-33177368

RESUMO

ABSTRACT: BACKGROUND: External ventricular drains (EVDs) are commonly used in neurosurgery. Preventing EVD-related infections is important, and nursing plays a significant role in infection control. However, because of the limited number of neurosurgical nurses and heavy workload in developing countries, well-trained patient care technicians (PCTs) might be able to assist nurses under this circumstance. METHODS: This study retrospectively screened patients who underwent EVD procedures in our medical center from January 2012 to June 2018. Clinical characteristics including EVD-related infection rates of patients with or without PCTs were compared. RESULTS: We analyzed 234 patients in total. There were 26 EVD infection cases, and the overall infection rate was 11.1%. There were 122 patients who were given additional care by PCTs. They were elder (58.1 ± 13.1 vs 49.9 ± 17.0 years old, P < .001) and had lower level preoperational Glasgow Coma Scale (7.04 ± 3.66 vs 13.5 ± 2.53, P < .001) and higher intubation rate (28.7% vs 3.6%, P < .001) than those without PCTs. They also had a longer drainage duration (10.3 ± 4.97 vs 8.01 ± 4.35, P < .001) as well as more cerebrospinal fluid sampling times (2.45 ± 2.00 vs 1.75 ± 1.83, P = .006) and were kept at artificial airway status for a longer duration (10.1 ± 18.7 vs 1.93 ± 7.86, P < .001). External ventricular drain-related infection rates were similar between 2 groups (11.5% vs 10.7%, P = .853). CONCLUSION: Patient care technicians with proper training are beneficial to the prevention of EVD-related infection as a measure of improving staffing adequacy.


Assuntos
Drenagem , Ventriculostomia , Adolescente , Idoso , Humanos , Controle de Infecções , Assistência ao Paciente , Estudos Retrospectivos
13.
Mol Brain ; 13(1): 47, 2020 03 24.
Artigo em Inglês | MEDLINE | ID: mdl-32209134

RESUMO

Bone cancer pain (BCP) is one of the most common types of chronic cancer pain and its pathogenesis has not been fully understood. Long non-coding RNAs (lncRNAs) are new promising targets in the field of pain research, however, their involvements in BCP have not been reported. In the present study, we established the BCP model by implantation of Walker 256 carcinoma cells into rats' tibial medullary cavity and performed transcriptome sequencing of the ipsilateral lumbar spinal cord to explore changes in expression profiles of lncRNA and mRNA. We identified 1220 differently expressed mRNAs (DEmRNAs) (1171 up-regulated and 49 down-regulated) and 323 differently expressed lncRNAs (DElncRNAs) (246 up-regulated and 77 down-regulated) in BCP model, among which 10 DEmRNAs (5 up-regulated and 5 down-regulated) and 10 DElncRNAs (5 up-regulated and 5 down-regulated) were validated the expression by RT-qPCR. Then, we performed Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis on the expression of DEmRNAs and DElncRNAs, showing that they were mainly enriched in inflammatory and immunologic processes/pathways. Finally, we constructed a co-expression network and a ceRNA network of DEmRNAs and DElncRNAs to exhibit a potential regulatory mechanism of DElncRNAs, directly regulating protein coding gene expression in cis or in trans and indirectly regulating protein coding gene expression by sponging miRNA. In conclusion, our study provided a landscape of dysregulated lncRNA and mRNA in spinal cord of bone cancer pain and detected novel potential targets for treatment in the future.


Assuntos
Neoplasias Ósseas/complicações , Dor do Câncer/etiologia , Dor do Câncer/genética , Perfilação da Expressão Gênica , RNA Longo não Codificante/genética , Medula Espinal/metabolismo , Animais , Linhagem Celular Tumoral , Regulação para Baixo/genética , Feminino , Regulação da Expressão Gênica , Ontologia Genética , Redes Reguladoras de Genes , Microglia/metabolismo , Microglia/patologia , Osteólise/patologia , Mapas de Interação de Proteínas/genética , RNA Longo não Codificante/metabolismo , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Ratos Wistar , Reprodutibilidade dos Testes , Transcriptoma/genética , Regulação para Cima/genética
14.
Pak J Pharm Sci ; 33(1): 141-148, 2020 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-32122842

RESUMO

Peroxynitrite is known as a strong deleterious species that may readily trigger several geriatric diseases via injuring cellular constituents. Proanthocyanidins, a biological flavonoids constituent of Pinus sylvestris L. bark, has been attributed a large variety of pharmacological functions to its antioxidant potential. The results revealed that peroxynitrite could cause the generation of hydroxyl radical, the breakage of φX-174 plasmid DNA brand as well as the nitration of L-tyrosine. However, pine (Pinus sylvestris L.) bark proanthocyanidins extracts at low concentration range markedly inhibited the peroxynitrite -induced the formation of open circular DNA form (IC50 = 5.03±0.39 mg/mL). The 3-Nitro-L-tyrosine generated by the reaction of peroxynitrite with L-tyrosine was reduced by PBP (IC50 = 1.01±0.01 mg/mL). Besides, electron spin resonance spectroscopy data indicates that the intensive signal of dimethyl pyridine N-oxide hydroxyl radical adduct from peroxynitrite was reversed by pine bark proanthocyanidins extracts (IC50 =1.02±0.04 mg/mL). Moreover, the obtained data shows that PBP provides more efficient protection against peroxynitrite than that of ascorbic acid. Together, the present study suggests that pine bark proanthocyanidins could exert potent preventive activity against peroxynitrite -elicited cytotoxicity on the biomacromolecules, a study-worthy finding with pharmacological importance.


Assuntos
Dano ao DNA/efeitos dos fármacos , Radical Hidroxila/antagonistas & inibidores , Ácido Peroxinitroso/efeitos adversos , Pinus sylvestris/química , Extratos Vegetais/farmacologia , Proantocianidinas/farmacologia , Tirosina/análogos & derivados , Relação Dose-Resposta a Droga , Espectroscopia de Ressonância de Spin Eletrônica , Casca de Planta/química , Extratos Vegetais/química , Tirosina/efeitos dos fármacos , Tirosina/metabolismo
15.
J Zhejiang Univ Sci B ; 20(6): 476-487, 2019 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-31090273

RESUMO

Life may have begun in an RNA world, which is supported by increasing evidence of the vital role that RNAs perform in biological systems. In the human genome, most genes actually do not encode proteins; they are noncoding RNA genes. The largest class of noncoding genes is known as long noncoding RNAs (lncRNAs), which are transcripts greater in length than 200 nucleotides, but with no protein-coding capacity. While some lncRNAs have been demonstrated to be key regulators of gene expression and 3D genome organization, most lncRNAs are still uncharacterized. We thus propose several data mining and machine learning approaches for the functional annotation of human lncRNAs by leveraging the vast amount of data from genetic and genomic studies. Recent results from our studies and those of other groups indicate that genomic data mining can give insights into lncRNA functions and provide valuable information for experimental studies of candidate lncRNAs associated with human disease.


Assuntos
Mineração de Dados , Genômica , RNA Longo não Codificante/fisiologia , Transtorno do Espectro Autista/genética , Humanos , Aprendizado de Máquina , RNA Longo não Codificante/análise , Máquina de Vetores de Suporte
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