44 research outputs found
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Highly parallel assays of tissue-specific enhancers in whole Drosophila embryos
Transcriptional enhancers are a primary mechanism by which tissue-specific gene expression is achieved. Despite the importance of these regulatory elements in development, responses to environmental stresses, and disease, testing enhancer activity in animals remains tedious, with a minority of enhancers having been characterized. Here, we have developed ‘enhancer-FACS-Seq’ (eFS) technology for highly parallel identification of active, tissue-specific enhancers in Drosophila embryos. Analysis of enhancers identified by eFS to be active in mesodermal tissues revealed enriched DNA binding site motifs of known and putative, novel mesodermal transcription factors (TFs). Naïve Bayes classifiers using TF binding site motifs accurately predicted mesodermal enhancer activity. Application of eFS to other cell types and organisms should accelerate the cataloging of enhancers and understanding how transcriptional regulation is encoded within them
A Machine Learning Approach for Identifying Novel Cell Type–Specific Transcriptional Regulators of Myogenesis
Transcriptional enhancers integrate the contributions of multiple classes of transcription factors (TFs) to orchestrate the myriad spatio-temporal gene expression programs that occur during development. A molecular understanding of enhancers with similar activities requires the identification of both their unique and their shared sequence features. To address this problem, we combined phylogenetic profiling with a DNA–based enhancer sequence classifier that analyzes the TF binding sites (TFBSs) governing the transcription of a co-expressed gene set. We first assembled a small number of enhancers that are active in Drosophila melanogaster muscle founder cells (FCs) and other mesodermal cell types. Using phylogenetic profiling, we increased the number of enhancers by incorporating orthologous but divergent sequences from other Drosophila species. Functional assays revealed that the diverged enhancer orthologs were active in largely similar patterns as their D. melanogaster counterparts, although there was extensive evolutionary shuffling of known TFBSs. We then built and trained a classifier using this enhancer set and identified additional related enhancers based on the presence or absence of known and putative TFBSs. Predicted FC enhancers were over-represented in proximity to known FC genes; and many of the TFBSs learned by the classifier were found to be critical for enhancer activity, including POU homeodomain, Myb, Ets, Forkhead, and T-box motifs. Empirical testing also revealed that the T-box TF encoded by org-1 is a previously uncharacterized regulator of muscle cell identity. Finally, we found extensive diversity in the composition of TFBSs within known FC enhancers, suggesting that motif combinatorics plays an essential role in the cellular specificity exhibited by such enhancers. In summary, machine learning combined with evolutionary sequence analysis is useful for recognizing novel TFBSs and for facilitating the identification of cognate TFs that coordinate cell type–specific developmental gene expression patterns
Polymer/Polymer Interface Adhesion by in Situ Compatibilization
AbstractWe studied enhanced interfacial adhesion between a flexible amorphous polymer (polystyrene, PS) and a semi-crystalline polymer (a polyamide, Ny6). The surface modification of PS to provide functional groups reacting with the functional groups of Ny6 was carried out with ion-beam and/or plasma treatment. These surface modifications were found to significantly alter the interfacial adhesion strength between PS and Ny6. Though the fracture toughness was varied depending on the process, its overall behavior was quite similar with one another; the fracture toughness increased with increasing bonding temperature and bonding time, passed through a peak, and then decreased with further increase of the bonding time or temperature
Pure Piezoelectricity Generation by a Flexible Nanogenerator Based on Lead Zirconate Titanate Nanofibers
Lead zirconate titanate (PbZr0.52Ti0.48O3, PZT) alloys have been extensively
studied to be used for
piezoelectric nanogenerators to harvest energy from mechanical motions.
In this study, PZT nanofiber-based nanogenerators were fabricated
to test their true piezoelectric performance without the triboelectric
effect. Aligned PZT nanofibers were fabricated by a sol–gel
electrospinning process. The thickness, area, and orientation of the
PZT textile made by electrospinning a PZT solution onto multipair
metal wires or metal mesh were controlled to form a composite textile.
After the calcination, the PZT textile mixed with polydimethylsiloxane
was placed between two flexible indium-doped tin oxide–polyethylene
naphthalate substrates. The performance parameters of the nanogenerators
were investigated under the bending motion, which excludes the triboelectric
effect. An assembled nanogenerator of an area of 8 cm2 and
a thickness of 80 μm could generate an electrical output voltage
of 1.1 V and a current of 1.4 μA under the bending strain. The
piezoelectric voltage depended on the thickness of the PZT textile,
whereas the piezoelectric current depended on both the thickness and
the area of the PZT textile. The electrical performance of the device
was significantly affected by the orientation of the PZT fiber and
the bending direction. The output voltage and the output current were
strain-dependent, whereas the total integrated charge was independent
of the strain rate. The properties of the flexible nanogenerator could
be quantified to verify the pure piezoelectric performance of the
device
Enhancement of β-phase in PVDF by electrospinning
Poly(vinylidene fluoride) (PVDF), a polymorphic material, has useful electro active properties such as piezo-, pyro-, and ferroelectric properties. The piezoelectric crystallization polymorph is the β-phase which has an all-trans (TTTT) conformation, i.e., all of its dipoles aligned in the same direction normal to the chain axis. Elongational deformation was applied to poly(vinylidene fluoride)(PVDF) / multiwalled carbon nanotube (MWCNT) nanocomposites. Its effect on the conversion of the α-phase crystals into the β-phase crystals and on the piezoelectric propertes was investigated. Elongational deformation of PVDF molecules made it easier for the CF2 groups to arrange themselves in the same conformation by reducing the steric hindrance. However, macro-deformation was dominant in the drawn films, though the interfacial interaction between the functional groups on the MWCNTs and the CF2 dipole of PVDF chains helped the conversion of α-phase. Uniform distribution of MWCNT in the electrospun films helps efficient charge accumulation at the interface between the MWCNTs and the matrix PVDF molecules. Deploarization effect occurred in the pressed film due to the excessive charge accumulation was not observed, resulting in the high conversion of α-phase into β-phase as well as the enhancement of remanent polarization and the mechanical displacement. Added MWCNT helps the film to be extended without rupturing. © 2015 AIP Publishing LLC.N
Impact of 9/11-Induced Adverse Experiences on the Mental Health of Latino Americans and the Role of Religious Service Attendance
Much research has documented the mental health consequences of the terrorist attacks of September 11, 2001; however, little is known about how the 9/11 attacks affect the mental health of Latino Americans. This study uses a nationally representative sample of Latino Americans (N = 2,346) from the National Latino and Asian American Study (NLAAS) to examine the relationships between 9/11-induced negative life experiences and mental disorders. The former includes losing a job, reducing family income, feeling less safe and secure, discrimination, loss of optimism, and inability to cope with things. For the latter, mental disorders may exhibit as psychological distress, depressive disorder, and anxiety disorder. This study also evaluates the moderating role of religious service attendance in these relationships. Results indicated that the negative life experiences resulting from the 9/11 terrorist attacks were predictive of psychological distress, depressive disorder, and anxiety disorder. In addition, religious service attendance exhibited the buffering effect of the 9/11-related experiences on distress and depressive disorder, but not on anxiety disorder. Findings highlight the potential role of religious service attendance in mitigating the adverse mental health effects of stressors among Latinos Americans especially in the aftermath of a disaster