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1.
Front Neurosci ; 16: 838347, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35356058

RESUMO

Brain parcellation helps to understand the structural and functional organization of the cerebral cortex. Resting-state functional magnetic resonance imaging (fMRI) and connectivity analysis provide useful information to delineate individual brain parcels in vivo. We proposed an individualized cortical parcellation based on graph neural networks (GNN) to learn the reliable functional characteristics of each brain parcel on a large fMRI dataset and to infer the areal probability of each vertex on unseen subjects. A subject-specific confidence mask was implemented in the GNN model to account for the tradeoff between the topographic alignment across subjects and functional homogeneity of brain parcels on individual brains. The individualized brain parcellation achieved better functional homogeneity at rest and during cognitive tasks compared with the group-registered atlas (p-values < 0.05). In addition, highly reliable and replicable parcellation maps were generated on multiple sessions of the same subject (intrasubject similarity = 0.89), while notable variations in the topographic organization were captured across subjects (intersubject similarity = 0.81). Moreover, the intersubject variability of brain parcellation indicated large variations in the association cortices while keeping a stable parcellation on the primary cortex. Such topographic variability was strongly associated with the functional connectivity variability, significantly predicted cognitive behaviors, and generally followed the myelination, cytoarchitecture, and functional organization of the human brain. This study provides new avenues to the precise individualized mapping of the cortical areas through deep learning and shows high potentials in the personalized localization diagnosis and treatment of neurological disorders.

2.
Magn Reson Imaging ; 70: 134-144, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32353530

RESUMO

With the aim of developing a fast algorithm for high-quality MRI reconstruction from undersampled k-space data, we propose a novel deep neural Network, which is inspired by Iterative Shrinkage Thresholding Algorithm with Data consistency (NISTAD). NISTAD consists of three consecutive blocks: an encoding block, which models the flow graph of ISTA, a classical iteration-based compressed sensing magnetic resonance imaging (CS-MRI) method; a decoding block, which recovers the image from sparse representation; a data consistency block, which adaptively enforces consistency with the acquired raw data according to learned noise level. The ISTA method is thereby mapped to an end-to-end deep neural network, which greatly reduces the reconstruction time and simplifies the tuning of hyper-parameters, compared to conventional model-based CS-MRI methods. On the other hand, compared to general deep learning-based MRI reconstruction methods, the proposed method uses a simpler network architecture with fewer parameters. NISTAD has been validated on retrospectively undersampled diencephalon standard challenge data using different acceleration factors, and compared with DAGAN and Cascade CNN, two state-of-the-art deep neural network-based methods which outperformed many other state-of-the-art model-based and deep learning-based methods. Experimental results demonstrated that NISTAD reconstruction achieved comparable image quality with DAGAN and Cascade CNN reconstruction in terms of both PSNR and SSIM metrics, and subjective assessment, though with a simpler network structure.


Assuntos
Aprendizado Profundo , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética , Humanos , Estudos Retrospectivos
3.
Magn Reson Imaging ; 66: 104-115, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31278998

RESUMO

Various sparse transform models have been explored for compressed sensing-based dynamic cardiac MRI reconstruction from vastly under-sampled k-space data. Recently emerged low rank tensor model using Tucker decomposition could be viewed as a special form of sparse model, where the core tensor, which is obtained using high-order singular value decomposition, is sparse in the sense that only a few elements have dominantly large magnitude. However, local details tend to be over-smoothed when the entire image is conventionally modeled as a global tensor. Moreover, low rankness is sensitive to motion as spatiotemporal correlation is corrupted by spatial misalignment between temporal frames. To overcome these limitations, this paper presents a novel motion aligned locally low rank tensor (MALLRT) model for dynamic MRI reconstruction. In MALLRT, low rank constraint is enforced on image patch-based local tensors, which correspond to overlapping blocks extracted from the reconstructed high-dimensional image after group-wise inter-frame motion registration. For solving the proposed model, this paper presents an efficient optimization algorithm by using variable splitting and alternating direction method of multipliers (ADMM). MALLRT demonstrated promising performance as validated on one cardiac perfusion MRI dataset and two cardiac cine MRI datasets using retrospective under-sampling with various acceleration factors, as well as one prospectively under-sampled cardiac perfusion MRI dataset. Compared to four state-of-the-art methods, MALLRT achieved substantially better image reconstruction quality in terms of both signal to error ratio (SER) and structural similarity index (SSIM) metrics, and visual perception in preserving spatial details and capturing temporal variations.


Assuntos
Coração/diagnóstico por imagem , Interpretação de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Algoritmos , Conjuntos de Dados como Assunto , Humanos , Imagem Cinética por Ressonância Magnética , Movimento (Física) , Estudos Prospectivos , Estudos Retrospectivos
4.
Magn Reson Imaging ; 58: 56-66, 2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-30658071

RESUMO

Liver dynamic contrast-enhanced MRI (DCE-MRI) requires high spatiotemporal resolution and large field of view to clearly visualize all relevant enhancement phases and detect early-stage liver lesions. The low-rank plus sparse (L + S) reconstruction outperforms standard sparsity-only-based reconstruction through separation of low-rank background component (L) and sparse dynamic components (S). However, the L + S decomposition is sensitive to respiratory motion so that image quality is compromised when breathing occurs during long time data acquisition. To enable high quality reconstruction for free-breathing liver 4D DCE-MRI, this paper presents a novel method called SMC-LS, which incorporates Sliding Motion Compensation into the standard L + S reconstruction. The global superior-inferior displacement of the internal abdominal organs is inferred directly from the undersampled raw data and then used to correct the breathing induced sliding motion which is the dominant component of respiratory motion. With sliding motion compensation, the reconstructed temporal frames are roughly registered before applying the standard L + S decomposition. The proposed method has been validated using free-breathing liver 4D MRI phantom data, free-breathing liver 4D DCE-MRI phantom data, and in vivo free breathing liver 4D MRI dataset. Results demonstrated that SMC-LS reconstruction can effectively reduce motion blurring artefacts and preserve both spatial structures and temporal variations at a sub-second temporal frame rate for free-breathing whole-liver 4D DCE-MRI.


Assuntos
Abdome/diagnóstico por imagem , Meios de Contraste/química , Fígado/diagnóstico por imagem , Imageamento por Ressonância Magnética , Movimento (Física) , Adulto , Artefatos , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Imageamento Tridimensional , Masculino , Imagens de Fantasmas , Respiração , Estudos Retrospectivos , Fatores de Tempo , Adulto Jovem
5.
Int J Dermatol ; 55(2): 201-7, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-26220141

RESUMO

BACKGROUND: Autosomal recessive congenital ichthyosis (ARCI) is a group of genetically heterogeneous diseases. Mutations in transglutaminase (TGase) 1 gene (TGM1, OMIM 190195) have been implicated in ARCI. However, little is known about TGM1 mutations in the Chinese population, and no functional studies have investigated the biological effect of mutant TGM1 on human epidermal keratinocytes (HaCaT) cells. OBJECTIVES: To identify the pathogenic mutations of TGM1 gene in two Chinese siblings with ARCI and gain insight into functional consequences of these mutations. METHODS: Fifteen exons and flanking splice sites of TGM1 gene were amplified by polymerase chain reaction and then underwent bidirectional Sanger sequencing. The HaCaT cells were transfected with lentiviral vectors, which overexpressed either wild-type or mutant TGM1 cDNAs with deleted homeodomain. Cell proliferation and cell cycle progression were detected. The expression of cyclin D1, cyclin B1, CDK4, TGM1, K10, involucrin, and filaggrin proteins were investigated by Western blot analysis. RESULTS: We found two compound heterozygous missense mutations (c.515C>T, R143C in exon 3 and c.759C>T, S212F in exon 4) in both siblings. HaCaT cells transfected with mutant TGM1 cDNAs displayed a lower growth rate and delayed S phase while overexpression of wild-type TGM1 cDNAs led to accelerated growth. HaCaT cells transfected with mutant TGM1 cDNAs displayed lower expression of differentiation markers such as involucrin and filaggrin. Our findings suggest that the compound heterozygous missense (c.515C>T, R143C) mutations in exon 3 and missense (c.759C>T, S212F) mutations in exon 4 result in the phenotype of ARCI. TGM1 mutations can suppress keratinocyte growth and cornified cell envelope formation.


Assuntos
Eritrodermia Ictiosiforme Congênita/genética , Transglutaminases/genética , Povo Asiático/genética , Linhagem Celular , Proliferação de Células/genética , Criança , China , Éxons/genética , Feminino , Proteínas Filagrinas , Genes Recessivos , Heterozigoto , Humanos , Eritrodermia Ictiosiforme Congênita/patologia , Proteínas de Filamentos Intermediários/metabolismo , Queratinócitos/fisiologia , Masculino , Mutação de Sentido Incorreto , Linhagem , Precursores de Proteínas/metabolismo , Pontos de Checagem da Fase S do Ciclo Celular/genética , Transfecção
6.
J Theor Biol ; 359: 146-54, 2014 Oct 21.
Artigo em Inglês | MEDLINE | ID: mdl-24952099

RESUMO

In this paper, we introduce a notion of ear decomposition of 3-regular polyhedral links based on the ear decomposition of the 3-regular polyhedral graphs. As a result, we obtain an upper bound for the braid index of 3-regular polyhedral links. Our results may be used to characterize and analyze the structure and complexity of protein polyhedra and entanglement in biopolymers.


Assuntos
Biopolímeros/química , Modelos Teóricos , Estrutura Quaternária de Proteína , Modelos Moleculares , Estereoisomerismo
7.
Chemistry ; 20(19): 5640-8, 2014 May 05.
Artigo em Inglês | MEDLINE | ID: mdl-24677275

RESUMO

Photoluminescent carbon and/or silicon-based nanodots have attracted ever increasing interest. Accordingly, a myriad of synthetic methodologies have been developed to fabricate them, which unfortunately, however, frequently involve relatively tedious steps, such as initial surface passivation and subsequent functionalization. Herein, we describe a green and sustainable synthetic strategy to combine these procedures into one step and to produce highly luminescent carbon quantum dots (CQDs), which can also be easily fabricated into flexible thin films with intense luminescence for future roll-to-roll manufacturing of optoelectronic devices. The as-synthesized CQDs exhibited enhanced cellular permeability and low or even noncytotoxicity for cellular applications, as corroborated by confocal fluorescence imaging of HeLa cells as well as cell viability measurements. Most strikingly, zebrafish were directly fed with CQDs for in vivo imaging, and mortality and morphologic analysis indicated ingestion of the CQDs posed no harm to the living organisms. Hence, the multifunctional CQDs potentially provide a rich pool of tools for optoelectronic and biomedical applications.


Assuntos
Diagnóstico por Imagem/métodos , Glicerol/química , Glicerol/síntese química , Pontos Quânticos/química , Silício/química , Peixe-Zebra/metabolismo , Animais , Fluorescência , Química Verde , Células HeLa , Humanos , Luminescência
8.
Curr Drug Discov Technol ; 11(2): 97-108, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24568240

RESUMO

Nicotinic acid is a well-known pharmaceutical in the vitamin B group that has attracted great interest in the past decades due to its significant importance in the treatment of the human diseases like pellagra. Also, nicotinic acid derivatives have been devoted to much attention due to their different pharmaceutical effects in the treatment of diseases. In view of this, the developments of nicotinic acid and its derivatives including their synthetic methods by using different substrates, and their structural modifications (e.g., substitution of one or more positions of pyridyl ring or acid) were reviewed in details. Drug molecules like nicotinic acid and its derivatives may exist in more than one crystal form in its solid state, known as polymorphs. Different polymorphs have different dissolution rates and aqueous solubility. Therefore, we reviewed structures of different crystal forms of nicotinic acid and its derivatives.


Assuntos
Ácidos Nicotínicos/química , Cristalização , Estrutura Molecular , Ácidos Nicotínicos/síntese química
9.
Zhonghua Yi Xue Za Zhi ; 94(44): 3478-82, 2014 Dec 02.
Artigo em Chinês | MEDLINE | ID: mdl-25622737

RESUMO

OBJECTIVE: To explore the effects of cell cycle distribution and expression of cell cycle related proteins before and after transglutaminase 1 (TGM1) gene silencing by small interfering RNA (siRNA) in immortalized human keratinocytes (HaCaT cells). METHODS: Before and after RNA interference (RNAi) silencing TGM1 gene expression in HaCaT cells, the changes of cell cycle status were detected by flow cytometry. And the expressions of cell cycle related proteins cyclin D1, cyclin B1 and CDK4 were detected by immunocytochemistry and Western blot. RESULTS: After TGM1 silencing, the HaCaT cells increased in G(0)/G(1) phase (78.27% ± 1.83% vs 56.84 % ± 2.72% and 57.19% ± 3.72%, both P < 0.05) while decreased in S phases (32.78% ± 5.48% vs 57.32% ± 2.91% and 55.71 % ± 2.84%, both P < 0.05) and G(2)/M phases (3.66% ± 0.30% vs 9.39% ± 0.68% and 9.77% ± 0.52%, both P < 0.05) . Moreover, arrest of cell cycle was induced in S phase. After TGM1 silencing, cell proliferation was significantly inhibited while wild-type TGM1 displayed an accelerated growth rate. Inmmnohistochemistry indicated that cyclin D1, cyclin B1 and CDK4 had a strongly negative expression after transfecting with TGM1 siRNA. Western blot indicated that a very low endogenous expression of cyclin D1, cyclin B1 and CDK4 proteins was observed after transfecting with TGM1 siRNA. CONCLUSIONS: TGM1 siRNA may block the cell cycle of HaCaT cells. It suggests that TGM1 expression in HaCaT cells are closely related with cell cycle.


Assuntos
Queratinócitos , Western Blotting , Ciclo Celular , Proteínas de Ciclo Celular , Divisão Celular , Linhagem Celular , Proliferação de Células , Quinase 4 Dependente de Ciclina , Citometria de Fluxo , Inativação Gênica , Humanos , Interferência de RNA , RNA Interferente Pequeno , Transfecção , Transglutaminases
10.
J Chem Phys ; 137(8): 084311, 2012 Aug 28.
Artigo em Inglês | MEDLINE | ID: mdl-22938237

RESUMO

A whole dataset containing 55 hydrogen bonds were studied at the MP2/aug-cc-pVTZ level of theory. The changes of geometries and stretching vibrational frequencies show that there are 31 redshifted and 24 blueshifted hydrogen-bonded complexes. Natural bond orbital analysis was carried out at the B3LYP/aug-cc-pVTZ level of theory to obtain the electron densities in the bonding and antibonding orbitals of the proton donor X-H bond, which are closely associated with its bond length. Based on their relationship, a generally applicable method considering both the electron densities in the bonding and antibonding orbitals of the proton donor X-H bond has been developed to quantitatively describe the hyperconjugative effect on the X-H bond length changes in these hydrogen-bonded complexes.


Assuntos
Prótons , Teoria Quântica , Ligação de Hidrogênio , Vibração
11.
PLoS One ; 6(10): e26308, 2011.
Artigo em Inglês | MEDLINE | ID: mdl-22022596

RESUMO

DNA polyhedra are cage-like architectures based on interlocked and interlinked DNA strands. We propose a formula which unites the basic features of these entangled structures. It is based on the transformation of the DNA polyhedral links into Seifert surfaces, which removes all knots. The numbers of components µ, of crossings c, and of Seifert circles s are related by a simple and elegant formula: s + µ = c + 2. This formula connects the topological aspects of the DNA cage to the Euler characteristic of the underlying polyhedron. It implies that Seifert circles can be used as effective topological indices to describe polyhedral links. Our study demonstrates that, the new Euler's formula provides a theoretical framework for the stereo-chemistry of DNA polyhedra, which can characterize enzymatic transformations of DNA and be used to characterize and design novel cages with higher genus.


Assuntos
DNA/química , Modelos Biológicos , Conformação de Ácido Nucleico , Modelos Moleculares
12.
Bull Math Biol ; 73(12): 3030-46, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-21533774

RESUMO

Current synthetic biology has witnessed a revolution that natural DNA molecule steps onto a broad scientific area by assembling a large variety of three-dimensional structures with the connectivity of polyhedra. A mathematical model of these biomolecules is crucial to clarify the biological self-assembly principle, and unravel a first-step understanding of biological regulation and controlling mechanisms. In this paper, mechanisms of two different enzymatic actions on DNA polyhedra are elucidated through theoretical models of polyhedral links: (1) topoisomerase that untangles DNA polyhedral links produces separated single-stranded DNA circles through the crossing change operation; (2) recombinase generates a class of polyhedral circular paths or polyhedral knots by applying the crossing smoothing operation. Furthermore, we also discuss the possibility of applying two theoretical operations in molecular design of DNA polyhedra. Thus, our research provides a new sight of how geometry and topology of DNA polyhedra can be manipulated and controlled by enzymes, as well as has implications for molecular design and structural analysis of structural genome organization.


Assuntos
DNA Circular/química , DNA Topoisomerases Tipo I/metabolismo , DNA Circular/metabolismo , Conceitos Matemáticos , Modelos Moleculares , Nanotecnologia , Conformação de Ácido Nucleico , Biologia Sintética
13.
Phys Chem Chem Phys ; 13(16): 7408-18, 2011 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-21423995

RESUMO

A series of ring-shaped molecular complexes formed by H(3)N, HF and XY (X = Cl, Br and Y = F, Cl, Br) have been investigated at the MP2/aug-cc-pVTZ level of theory. Their optimized geometry, stretching mode, and interaction energy have been obtained. We found that each complex possesses two red-shifted hydrogen bonds and one red-shifted halogen bond, and the two hydrogen bonds exhibit strong cooperative effects on the halogen bond. The cooperativity among the NH(3)···FH, FH···XY and H(3)N···XY interactions leads to the formations of these complexes. The AIM analysis has been performed at the CCSD(T)/aug-cc-pVQZ level of theory to examine the topological characteristics at the bond critical point and at the ring critical point, confirming the coexistence of the two hydrogen bonds and one halogen bond for each complex. The NBO analysis carried out at the B3LYP/aug-cc-pVTZ level of theory demonstrates the effects of hyperconjugation, hybridization, and polarization coming into play during the hydrogen and halogen bonding formations processes, based on which a clockwise loop of charge transfer was discovered. The molecular electrostatic potential has been employed to explore the formation mechanisms of these molecular complexes.


Assuntos
Halogênios/química , Hidrogênio/química , Brometos/química , Cloretos/química , Fluoretos/química , Ligação de Hidrogênio , Teoria Quântica , Eletricidade Estática , Termodinâmica
14.
J Phys Chem A ; 113(38): 10306-20, 2009 Sep 24.
Artigo em Inglês | MEDLINE | ID: mdl-19715282

RESUMO

Standard Watson-Crick adenine-thymine (AT) base pair has been investigated by using the B3LYP functional with 6-31G(d, p) basis set, at which level of theory the geometrical characteristics of the AT base pair are the best in agreement with the experiment. It exhibits simultaneously red-shifted N-H...O and N-H...N hydrogen bonds as well as a blue-shifted C-H...O contact. AIM analysis suggests that the blue-shifted C-H...O contact exists as van der Waals interaction, and the electron density rho that reflects the strength of a bond has been used to explain the red- and blue-shifted. By means of NBO analysis, we report a method to estimate the effect of hyperconjugation quantitatively, which combines the electron density in the X-H (X = N, C) sigma bonding orbital with that in the sigma* antibonding orbital. The effect of structural reorganization on the origins of the red- and blue-shifted has been considered by the partial optimization, its behavior on the X-H (X = N, C) bond is quite different. Rehybridization and repolarization models are employed, and they act as bond-shortening effects. The competition between the electrostatic attractions and Pauli/nucleus repulsions is present in the two typical red-shifted N-H...O and N-H...N hydrogen bonds as well as in the blue-shifted C-H...O van der Waals contact. Electrostatic attraction between H and Y atoms (Y = O, N) is an important reason for the red shift, while the nucleus-nucleus repulsion between H and O atoms may be a factor leading to the C-H bond contraction and its blue shift. The electric field effect induced by the acceptor O atom on the C-H bond is also discussed.


Assuntos
Adenina/química , Pareamento de Bases , Timina/química , Simulação por Computador , Ligação de Hidrogênio , Interações Hidrofóbicas e Hidrofílicas , Modelos Químicos
15.
Chemphyschem ; 10(11): 1847-58, 2009 Aug 03.
Artigo em Inglês | MEDLINE | ID: mdl-19405054

RESUMO

The cis-trans noncyclic formic acid dimer was studied by means of MP2 method with 6-31G(d,p), 6-31+G(d,p) and 6-311+G(d,p) basis sets. It exhibits simultaneously red-shifted O-H...O and blue-shifted C-H...O hydrogen bonds. AIM and NBO analyses are performed at the MP2/6-31+G(d,p) level to explore their properties and origins. AIM analysis provides the evidence that the O-H bond becomes weaker and the C-H bond becomes stronger upon the hydrogen bond formations. Intermolecular and intramolecular hyperconjugations have important influence on the electron densities in the X-H (X = O, C) sigma bonding orbital and its sigma* antibonding orbital. The electron densities in the two orbitals are closely connected with the X-H (X = O, C) bond length, and they are used to quantitatively estimate the bond length variation. The larger amount of charge transfer in the red-shifted O-H...O hydrogen bond is due to its favorable H...O electron channel, whereas the H...O electron channel in the blue-shifted C-H...O hydrogen bond is weaker. Structural reorganization effects shorten the C-H bond by approximately 30% when compared to the C-H bond contraction upon the dimerization. Strikingly, it leads to a small elongation and a slight red shift of the O-H bond. Both rehybridization and repolarization result in the X-H (X = O, C) bond contraction, but their effects on the O-H bond do not hold a dominant position. The hydrogen-bonding processes go through the electrostatic attractions, van der Waals interactions, charge-transfer interactions, hydrogen-bonding interactions and electrostatic repulsions. Electrostatic attractions are of great importance on the origin of the red-shifted O-H...O hydrogen bond, especially the strong H(delta+)...O(delta-) attraction. For the blue-shifted C-H...O hydrogen bond, the considerable nucleus-nucleus repulsion between H and O atoms caused by the strong electrostatic attraction between C and O atoms is a possible reason for the C-H bond contraction and its blue shift.


Assuntos
Formiatos/química , Dimerização , Ligação de Hidrogênio , Modelos Moleculares , Estrutura Molecular
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