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1.
Artigo em Inglês | MEDLINE | ID: mdl-38935874

RESUMO

Rationale Dysanapsis refers to a mismatch between airway tree caliber and lung size arising early in life. Dysanapsis assessed by computed tomography (CT) is evident by early adulthood and associated with chronic obstructive pulmonary disease (COPD) risk later in life. Objective By examining the genetic factors associated with CT-assessed dysanapsis, we aimed to elucidate its molecular underpinnings and physiological significance across the lifespan. Methods We performed a genome-wide association study (GWAS) of CT-assessed dysanapsis in 11,951 adults, including individuals from two population-based and two COPD-enriched studies. We applied colocalization analysis to integrate GWAS and gene expression data from whole blood and lung. Genetic variants associated with dysanapsis were combined into a genetic risk score that was applied to examine association with lung function in children from a population-based birth cohort (n=1,278) and adults from the UK Biobank (n=369,157). Measurements and Main Results CT-assessed dysanapsis was associated with genetic variants from 21 independent signals in 19 gene regions, implicating HHIP, DSP, and NPNT as potential molecular targets based on colocalization of their expression. Higher dysanapsis genetic risk score was associated with obstructive spirometry among 5 year old children and among adults in the 5th, 6th and 7th decades of life. Conclusions CT-assessed dysanapsis is associated with variation in genes previously implicated in lung development and dysanapsis genetic risk is associated with obstructive lung function from early life through older adulthood. Dysanapsis may represent an endo-phenotype link between the genetic variations associated with lung function and COPD.

2.
Mol Pain ; 19: 17448069231216234, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37940138

RESUMO

During adolescence, a second period of central nervous system (CNS) plasticity that follows the fetal period, which involves sleep deprivation (SD), becomes apparent. SD during adolescence may result in abnormal development of neural circuits, causing imbalance in neuronal excitation and inhibition, which not only results in pain, but increases the chances of developing emotion disorders in adulthood, such as anxiety and depression. The quantity of surgeries during adolescence is also consistently on the rise, yet the impact and underlying mechanism of preoperative SD on postoperative pain remain unexplored. This study demonstrates that preoperative SD induces upregulation of the P2Y12 receptor, which is exclusively expressed on spinal microglia, and phosphorylation of its downstream signaling pathway p38Mitogen-activated protein/Nuclear transcription factor-κB (p38MAPK/NF-κB)in spinal microglia, thereby promoting microglia activation and microglial transformation into the proinflammatory M1 phenotype, resulting in increased expression of proinflammatory cytokines that exacerbate persisting postoperative incisional pain in adolescent mice. Both intrathecal minocycline (a microglia activation inhibitor) and MRS2395 (a P2Y12 receptor blocker) effectively suppressed microglial activation and proinflammatory cytokine expression. Interestingly, supplementation with dehydrocorydaline (DHC), an extract of Rhizoma Corydalis, inhibited the P2Y12/p38MAPK/NF-κB signaling pathway, microglia activation, and expression of pro-inflammatory cytokines in the model mice. Taken together, the results indicate that the P2Y12 receptor and microglial activation are important factors in persistent postoperative pain caused by preoperative SD in adolescent mice and that DHC has analgesic effects by acting on these targets.


Assuntos
Microglia , NF-kappa B , Camundongos , Animais , NF-kappa B/metabolismo , Privação do Sono/complicações , Privação do Sono/metabolismo , Medula Espinal/metabolismo , Transdução de Sinais , Citocinas/metabolismo , Dor Pós-Operatória/tratamento farmacológico , Dor Pós-Operatória/metabolismo
3.
J Allergy Clin Immunol ; 149(6): 2153-2165, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-34974064

RESUMO

BACKGROUND: Wheezing in early life is associated with asthma in adulthood; however, the determinants of wheezing trajectories and their associations with asthma and lung function in childhood remain poorly understood. OBJECTIVE: In the CHILD Cohort Study, we aimed to identify wheezing trajectories and examine the associations between these trajectories, risk factors, and clinical outcomes at age 5 years. METHODS: Wheeze data were collected at 8 time points from 3 months to 5 years of age. We used group-based trajectory models to derive wheeze trajectories among 3154 children. Associations with risk factors and clinical outcomes were analyzed by weighted regression models. RESULTS: We identified 4 trajectories: a never/infrequent trajectory, transient wheeze, intermediate-onset (preschool) wheeze, and persistent wheeze. Higher body mass index was a common risk factor for all wheeze trajectories compared with that in the never/infrequent group. The unique predictors for specific wheeze trajectories included male sex, lower respiratory tract infections, and day care attendance for transient wheeze; paternal history of asthma, atopic sensitization, and child genetic risk score of asthma for intermediate wheeze; and maternal asthma for persistent wheeze. Blood eosinophil counts were higher in children with the intermediate wheeze trajectory than in those children with the other trajectories at the ages of 1 and 5 years. All wheeze trajectories were associated with decreased lung function and increased risk of asthma at age 5 years. CONCLUSIONS: We identified 4 distinct trajectories in children from 3 months to 5 years of age, reflecting different phenotypes of early childhood wheeze. These trajectories were characterized by different biologic and physiologic traits and risk factors.


Assuntos
Asma , Hipersensibilidade Imediata , Asma/etiologia , Criança , Pré-Escolar , Estudos de Coortes , Humanos , Lactente , Masculino , Fenótipo , Sons Respiratórios/etiologia , Fatores de Risco
4.
Int J Mol Sci ; 23(22)2022 Nov 20.
Artigo em Inglês | MEDLINE | ID: mdl-36430911

RESUMO

To understand how genes precisely regulate lactation physiological activity and the molecular genetic mechanisms underlying mammary gland involution, this study investigated the transcriptome characteristics of goat mammary gland tissues at the late gestation (LG), early lactation (EL), peak lactation (PL), late lactation (LL), dry period (DP), and involution (IN) stages. A total of 13,083 differentially expressed transcripts were identified by mutual comparison of mammary gland tissues at six developmental stages. Genes related to cell growth, apoptosis, immunity, nutrient transport, synthesis, and metabolism make adaptive transcriptional changes to meet the needs of mammary lactation. Notably, platelet derived growth factor receptor beta (PDGFRB) was screened as a hub gene of the mammary gland developmental network, which is highly expressed during the DP and IN. Overexpression of PDGFRB in vitro could slow down the G1/S phase arrest of goat mammary epithelial cell cycle and promote cell proliferation by regulating the PI3K/Akt signaling pathway. In addition, PDGFRB overexpression can also affect the expression of genes related to apoptosis, matrix metalloproteinase family, and vascular development, which is beneficial to the remodeling of mammary gland tissue during involution. These findings provide new insights into the molecular mechanisms involved in lactation and mammary gland involution.


Assuntos
Cabras , Receptor beta de Fator de Crescimento Derivado de Plaquetas , Feminino , Animais , Gravidez , Cabras/genética , Fosfatidilinositol 3-Quinases , Lactação/genética , Perfilação da Expressão Gênica
7.
Sci Data ; 11(1): 777, 2024 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-39003290

RESUMO

The ovaries and uterus are crucial reproductive organs in mammals, and their coordinated development ensures the normal development of sexual maturity and reproductive capacity. This study aimed to comprehensively capture the different physiological stages of the goat's sexual maturation by selecting four specific time points. We collected samples of ovarian and uterine tissues from five female Jining Gray goats at each time point: after birth (D1), 2-month-old (M2), 4-month-old (M4), and 6-month-old (M6). By combining transcriptomic sequencing of 40 samples (including rRNA-depleted RNA-seq libraries with 3607.8 million reads and miRNA-seq libraries with 444.0 million reads) and metabolomics analysis, we investigated the transcriptomic mechanisms involved in reproductive regulation in the ovary and uterus during sexual maturation, as well as the changes in metabolites and their functional potential. Additionally, we analyzed blood hormone indices and uterine tissue sections to examine temporal changes. These datasets will provide a valuable reference for the reproductive regulation of the ovary and uterus, as well as the regulation of metabolites during sexual maturation in goats.


Assuntos
Cabras , Ovário , Maturidade Sexual , Transcriptoma , Útero , Animais , Feminino , Cabras/genética , Cabras/metabolismo , Útero/metabolismo , Ovário/metabolismo , Ovário/crescimento & desenvolvimento , Metaboloma , Metabolômica
8.
Environ Health Perspect ; 132(4): 47004, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38573328

RESUMO

BACKGROUND: Evidence suggests that prenatal air pollution exposure alters DNA methylation (DNAm), which could go on to affect long-term health. It remains unclear whether DNAm alterations present at birth persist through early life. Identifying persistent DNAm changes would provide greater insight into the molecular mechanisms contributing to the association of prenatal air pollution exposure with atopic diseases. OBJECTIVES: This study investigated DNAm differences associated with prenatal nitrogen dioxide (NO2) exposure (a surrogate measure of traffic-related air pollution) at birth and 1 y of age and examined their role in atopic disease. We focused on regions showing persistent DNAm differences from birth to 1 y of age and regions uniquely associated with postnatal NO2 exposure. METHODS: Microarrays measured DNAm at birth and at 1 y of age for an atopy-enriched subset of Canadian Health Infant Longitudinal Development (CHILD) study participants. Individual and regional DNAm differences associated with prenatal NO2 (n=128) were identified, and their persistence at age 1 y were investigated using linear mixed effects models (n=124). Postnatal-specific DNAm differences (n=125) were isolated, and their association with NO2 in the first year of life was examined. Causal mediation investigated whether DNAm differences mediated associations between NO2 and age 1 y atopy or wheeze. Analyses were repeated using biological sex-stratified data. RESULTS: At birth (n=128), 18 regions of DNAm were associated with NO2, with several annotated to HOX genes. Some of these regions were specifically identified in males (n=73), but not females (n=55). The effect of prenatal NO2 across CpGs within altered regions persisted at 1 y of age. No significant mediation effects were identified. Sex-stratified analyses identified postnatal-specific DNAm alterations. DISCUSSION: Regional cord blood DNAm differences associated with prenatal NO2 persisted through at least the first year of life in CHILD participants. Some differences may represent sex-specific alterations, but replication in larger cohorts is needed. The early postnatal period remained a sensitive window to DNAm perturbations. https://doi.org/10.1289/EHP13034.


Assuntos
Poluição do Ar , Metilação de DNA , Recém-Nascido , Lactente , Masculino , Feminino , Gravidez , Humanos , Estudos Prospectivos , Canadá/epidemiologia , Sangue Fetal
9.
Biomolecules ; 13(5)2023 05 18.
Artigo em Inglês | MEDLINE | ID: mdl-37238729

RESUMO

This study conducted transcriptome sequencing of goat-mammary-gland tissue at the late lactation (LL), dry period (DP), and late gestation (LG) stages to reveal the expression characteristics and molecular functions of circRNAs during mammary involution. A total of 11,756 circRNAs were identified in this study, of which 2528 circRNAs were expressed in all three stages. The number of exonic circRNAs was the largest, and the least identified circRNAs were antisense circRNAs. circRNA source gene analysis found that 9282 circRNAs were derived from 3889 genes, and 127 circRNAs' source genes were unknown. Gene Ontology (GO) terms, such as histone modification, regulation of GTPase activity, and establishment or maintenance of cell polarity, were significantly enriched (FDR < 0.05), which indicates the functional diversity of circRNAs' source genes. A total of 218 differentially expressed circRNAs were identified during the non-lactation period. The number of specifically expressed circRNAs was the highest in the DP and the lowest in LL stages. These indicated temporal specificity of circRNA expression in mammary gland tissues at different developmental stages. In addition, this study also constructed circRNA-miRNA-mRNA competitive endogenous RNA (ceRNA) regulatory networks related to mammary development, immunity, substance metabolism, and apoptosis. These findings help understand the regulatory role of circRNAs in mammary cell involution and remodeling.


Assuntos
MicroRNAs , RNA Circular , Feminino , Gravidez , Animais , RNA Circular/genética , Perfilação da Expressão Gênica , MicroRNAs/genética , MicroRNAs/metabolismo , Lactação/genética , Cabras/genética , Cabras/metabolismo , Redes Reguladoras de Genes
10.
Comput Intell Neurosci ; 2022: 6884956, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36131901

RESUMO

With the development of the Internet of things and smart grid technologies, modern electricity markets seamlessly connect demand response to the spot market through price-responsive loads, in which the trading strategy of load aggregators plays a crucial role in profit capture. In this study, we propose a deep reinforcement learning-based strategy for purchasing and selling electricity based on real-time electricity prices and real-time demand data in the spot market, which maximizes the revenue of load aggregators. The deep deterministic policy gradient (DDPG) is applied through a bidirectional long- and short-term memory (BiLSTM) network to extract the market state features that are used to make trading decisions. The effectiveness of the method is validated using datasets from the New England electricity market and Australian electricity market by introducing a bidirectional LSTM structure into the actor-critic network structure to learn hidden states in partially observable Markov states through memory inference. Comparative experiments of the method show that the method can provide greater yield results.


Assuntos
Eletricidade , Austrália
11.
Comput Intell Neurosci ; 2022: 6909558, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35535191

RESUMO

With the consumption of new energy and the variability of user activity, accurate and fast demand forecasting plays a crucial role in modern power markets. This paper considers the correlation between temperature, wind speed, and real-time electricity demand and proposes a novel method for forecasting short-term demand in the power market. Kernel Support Vector Machine is first used to classify real-time demand in combination with temperature and wind speed, and then the temporal convolutional network (TCN) is used to extract the temporal relationships and implied information of day-ahead demand. Finally, the Gradient Boosting Regression Tree is used to forecast daily and weekly real-time demand based on electrical, meteorological, and data characteristics. The validity of the method was verified using a dataset from the ISO-NE (New England Electricity Market). Comparative experiments with existing methods showed that the method could provide more accurate demand forecasting results.


Assuntos
Eletricidade , Máquina de Vetores de Suporte , Previsões , Projetos de Pesquisa , Vento
12.
Int J Biol Macromol ; 222(Pt B): 2158-2175, 2022 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-36209911

RESUMO

Long noncoding RNA (lncRNA) can regulate mammary gland development and lactation physiological activities. However, the molecular genetic mechanisms of lncRNA in mammary gland involution and cell remodeling remain unclear. This work analyzed the expression characteristics and molecular functions of lncRNA in goat mammary gland tissue at the late lactation (LL), dry period (DP), and late gestation (LG) stages. Sequencing results showed that 3074 lncRNAs were identified in non-lactating goat mammary gland tissue. Statistical analysis of lncRNA length characteristics and exon number found that goat lncRNAs were shorter in length, had fewer exons, and significantly lower expression levels than those of protein-coding genes. 331 differentially expressed lncRNAs were identified in the three comparison groups (LLvsDP, DPvsLG, and LLvsLG), which indicated that the lncRNAs expression at the transcriptional level were changed during mammary involution. Interestingly, lncRNAs were more actively expressed during the dry period compared to lactation, suggesting that lncRNAs in mammary glands are developmentally specific. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses revealed that lncRNAs could regulate immune function, cell proliferation, apoptosis, hormones, substance metabolism, transport, and intercellular communication in the mammary gland through various action modes. Among them, cis-acting lncRNAs enhanced the protection of mammary gland health during the dry period and late gestation. The above reflects the particular mechanisms of lncRNA to adapt to the developmental needs of mammary involution and remodeling. Furthermore, in the lncRNA-miRNA-mRNA network associated with mammary gland development, the expression of LOC102168552 was higher in late gestation than in the dry period and late lactation. Its expression was positively correlated with PRLR and negatively correlated with chi-miR-324-3p. Overexpression of LOC102168552 in goat mammary epithelial cells cultured in vitro could up-regulate PRLR to activate the prolactin signaling pathway by competitively binding to chi-miR-324-3p, promoting cell proliferation, reducing cell cycle arrest in the G1 / S phase, and inhibiting apoptosis. However, overexpression of LOC102168552 alone did not affect mammary cell growth status and the prolactin signaling pathway. This indicates that LOC102168552 must rely on chi-miR-324-3p to inhibit mammary cell apoptosis. In conclusion, the above analysis revealed that lncRNAs in goat mammary tissue are differentially expressed at different stages of involution. As expected, lncRNAs adaptively regulate various physiological activities during mammary gland involution through multiple modes of action, in preparation for a new round of lactation. These findings provide a reference and help further understand the regulatory role of lncRNAs in mammary cell involution and remodeling.


Assuntos
MicroRNAs , RNA Longo não Codificante , Animais , Feminino , Gravidez , RNA Longo não Codificante/genética , RNA Longo não Codificante/metabolismo , Cabras/genética , Cabras/metabolismo , Glândulas Mamárias Animais/metabolismo , Prolactina/metabolismo , MicroRNAs/genética
13.
Genes (Basel) ; 13(5)2022 05 06.
Artigo em Inglês | MEDLINE | ID: mdl-35627218

RESUMO

As a vital metabolic and immune organ in animals, the liver plays an important role in protein synthesis, detoxification, metabolism, and immune defense. The primary research purpose of this study was to reveal the effect of breast-feeding, weaning transition, and weaning on the gene expression profile in the goat kid liver and to elucidate the transcriptome-level signatures associated with liver metabolic adaptation. Therefore, transcriptome sequencing was performed on liver tissues, which was collected at 1 day (D1), 2 weeks (W2), 4 weeks (W4), 8 weeks (W8), and 12 weeks (W12) after birth in Laiwu black goats at five different time-points, with five goats at each time point. From 25 libraries, a total of 37497 mRNAs were found to be expressed in goat kid livers, and 1271 genes were differentially expressed between at least two of the five time points. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses revealed that these genes were annotated as an extracellular region fraction, exhibiting monooxygenase activity, positive regulation of T cell activation, mitotic spindle mid-region assembly, cytokinesis, cytoskeleton-dependent cytokinesis, regulation of cytokinesis, regulation of lymphocyte proliferation, and so on. In addition, it mainly deals with metabolism, endocrine, cell proliferation and apoptosis, and immune processes. Finally, a gene regulatory network was constructed, and a total of 14 key genes were screened, which were mainly enriched for cell growth and development, endocrine, immune, and signal transduction-related pathways. Our results provide new information on the molecular mechanisms and pathways involved in liver development, metabolism, and immunity of goats.


Assuntos
Cabras , Transcriptoma , Animais , Redes Reguladoras de Genes , Cabras/fisiologia , Sequenciamento de Nucleotídeos em Larga Escala , Fígado/metabolismo , Transcriptoma/genética
14.
Dalton Trans ; 46(16): 5406-5413, 2017 Apr 19.
Artigo em Inglês | MEDLINE | ID: mdl-28387399

RESUMO

In this work, we have successfully developed a simple self-template route for preparation of hollow ellipsoid Ni-Mn sulfides. This route involves the synthesis of solid Ni-Mn ellipsoids via a chemical precipitation method. Then, using thioacetamide (TAA) as the sulfur source, the solid Ni-Mn ellipsoids can be easily converted to hollow ellipsoid Ni-Mn sulfides in ethanol via sulfidation reaction. The as-synthesized hollow ellipsoid Ni-Mn sulfides possess large specific surface areas and porous structures. Benefiting from these structural and compositional advantages, the electrochemical performance of the hollow ellipsoid Ni-Mn sulfides is studied. As expected, the hollow ellipsoid Ni-Mn sulfides show a high specific capacitance of 1636.8 F g-1 at 2.0 A g-1 and good cycling stability (only 4.9% loss after 4000 cycles) as electrode materials for supercapacitors. Furthermore, electrocatalytic oxidation of glucose based on the synthesized hollow ellipsoid Ni-Mn sulfides is also performed. The hollow ellipsoid Ni-Mn sulfides present high sensitivity and selectivity, good stability and a low detection limit (0.02 µM). In addition, the as-synthesized hollow ellipsoid Ni-Mn sulfides exhibit good ability to remove the Congo red dyes from water, which gives them potential application in water treatment. The current work makes a major contribution to the design and preparation of hollow metal sulfide structures, as well as their potential applications in supercapacitors, electrocatalytic oxidation of glucose and water treatment.

15.
Psychosom Med ; 68(2): 187-200, 2006.
Artigo em Inglês | MEDLINE | ID: mdl-16554382

RESUMO

OBJECTIVE: Although it is well established that depressive symptoms are associated with recurrent cardiac events among cardiac patients and novel cardiac events among participants with no known coronary artery disease (CAD), the nature of this association remains unclear. In this regard, little attention has been paid to the possibility that common genetic vulnerability contributes to both depressive symptoms and CAD. In this paper, we review the existing evidence for common genetic contributions to depression and CAD, primarily using evidence from twin and family studies, followed by a review of two major pathophysiological mechanisms thought to underlie covariation between depressive symptoms and CAD: inflammation and serotonin. We conclude with an overview of select candidate genes within these pathways. METHODS: Literature review. RESULTS: In twin studies, both depression and CAD appear heritable. In the only twin study to consider depression and CAD jointly, the correlation across heritabilities was 0.42, suggesting that nearly 20% of variability in depressive symptoms and CAD was attributable to common genetic factors. In addition, although it is plausible that genetic variation related to inflammation and serotonin may be associated with both depression and CAD, genetic variation related to inflammation has been primary examined in relation to CAD, whereas genetic variation in the serotonin system has been primarily examined in relation to depression. CONCLUSIONS: It appears that the covariation of depressive symptoms and CAD may be attributable, in part, to a common genetic vulnerability. Although several pathways may be involved, genes within the inflammation and serotonin pathways may serve as good candidates for the first steps in identifying genetic variation important for depression, CAD or both.


Assuntos
Doença da Artéria Coronariana/genética , Depressão/genética , Doença da Artéria Coronariana/complicações , Citocinas/genética , Citocinas/imunologia , Depressão/complicações , Doenças em Gêmeos/genética , Feminino , Ligação Genética , Predisposição Genética para Doença , Humanos , Inflamação/genética , Masculino , Serotonina/genética
16.
PLoS One ; 9(6): e99625, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-24926665

RESUMO

Asthma is a chronic inflammatory respiratory disease that affects over 300 million people worldwide. Glucocorticoids are a mainstay therapy for asthma because they exert anti-inflammatory effects in multiple lung tissues, including the airway smooth muscle (ASM). However, the mechanism by which glucocorticoids suppress inflammation in ASM remains poorly understood. Using RNA-Seq, a high-throughput sequencing method, we characterized transcriptomic changes in four primary human ASM cell lines that were treated with dexamethasone--a potent synthetic glucocorticoid (1 µM for 18 hours). Based on a Benjamini-Hochberg corrected p-value <0.05, we identified 316 differentially expressed genes, including both well known (DUSP1, KLF15, PER1, TSC22D3) and less investigated (C7, CCDC69, CRISPLD2) glucocorticoid-responsive genes. CRISPLD2, which encodes a secreted protein previously implicated in lung development and endotoxin regulation, was found to have SNPs that were moderately associated with inhaled corticosteroid resistance and bronchodilator response among asthma patients in two previously conducted genome-wide association studies. Quantitative RT-PCR and Western blotting showed that dexamethasone treatment significantly increased CRISPLD2 mRNA and protein expression in ASM cells. CRISPLD2 expression was also induced by the inflammatory cytokine IL1ß, and small interfering RNA-mediated knockdown of CRISPLD2 further increased IL1ß-induced expression of IL6 and IL8. Our findings offer a comprehensive view of the effect of a glucocorticoid on the ASM transcriptome and identify CRISPLD2 as an asthma pharmacogenetics candidate gene that regulates anti-inflammatory effects of glucocorticoids in the ASM.


Assuntos
Anti-Inflamatórios/farmacologia , Asma/tratamento farmacológico , Moléculas de Adesão Celular/genética , Dexametasona/farmacologia , Fatores Reguladores de Interferon/genética , Pulmão/citologia , Administração por Inalação , Anti-Inflamatórios/administração & dosagem , Asma/genética , Asma/metabolismo , Moléculas de Adesão Celular/metabolismo , Linhagem Celular , Dexametasona/administração & dosagem , Perfilação da Expressão Gênica/métodos , Regulação da Expressão Gênica/efeitos dos fármacos , Humanos , Fatores Reguladores de Interferon/metabolismo , Pulmão/patologia , Músculo Liso/efeitos dos fármacos , Polimorfismo de Nucleotídeo Único , Análise de Sequência de RNA/métodos
17.
FEBS Lett ; 585(6): 888-92, 2011 Mar 23.
Artigo em Inglês | MEDLINE | ID: mdl-21349275

RESUMO

In this paper, we propose a novel force field parameter optimization method based on LSSVR and optimize the torsion energy parameters of ECEPP force field. In this method force field parameter optimization problem is turned into a support vector regression problem. Protein samples for regression model training are chosen from Protein Data Bank. The experiments show that the optimized force-field parameters make both α-helix and ß-hairpin structures more consistent with the experimental implications than the original parameters.


Assuntos
Algoritmos , Biologia Computacional/métodos , Estrutura Secundária de Proteína , Proteínas/química , Simulação por Computador , Bases de Dados de Proteínas , Modelos Químicos , Conformação Proteica , Reprodutibilidade dos Testes , Termodinâmica
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