Highlights d Characterization and interactive browser of ependymoma single cells d Identification of progenitor, ependyma-differentiated, and mesenchymal cell types d Subpopulation proportions influence bulk-tumor transcriptomic molecular subgrouping d Progenitor and mesenchymal subpopulations co-localize in peri-necrotic zones Authors
Students' informal conversations on social media (e.g., Twitter, Facebook) shed light into their educational experiencesopinions, feelings, and concerns about the learning process. Data from such uninstrumented environments can provide valuable knowledge to inform student learning. Analyzing such data, however, can be challenging. The complexity of students' experiences reflected from social media content requires human interpretation. However, the growing scale of data demands automatic data analysis techniques. In this paper, we developed a workflow to integrate both qualitative analysis and large-scale data mining techniques. We focused on engineering students' Twitter posts to understand issues and problems in their educational experiences. We first conducted a qualitative analysis on samples taken from about 25,000 tweets related to engineering students' college life. We found engineering students encounter problems such as heavy study load, lack of social engagement, and sleep deprivation. Based on these results, we implemented a multi-label classification algorithm to classify tweets reflecting students' problems. We then used the algorithm to train a detector of student problems from about 35,000 tweets streamed at the geo-location of Purdue University. This work, for the first time, presents a methodology and results that show how informal social media data can provide insights into students' experiences.
BackgroundOsteoarthritis (OA) is a degenerative joint disease affecting approximately 27 million Americans, and even more worldwide. OA is characterized by degeneration of subchondral bone and articular cartilage. In this study, a chondrogenic fibrin/hyaluronic acid (HA)-based hydrogel seeded with bone marrow-derived mesenchymal stem cells (BMSCs) was investigated as a method of regenerating these tissues for OA therapy. This chondrogenic hydrogel system can be delivered in a minimally invasive manner through a small gauge needle, forming a three-dimensional (3D) network structure in situ. However, an ongoing problem with fibrin/HA-based biomaterials is poor mechanical strength. This was addressed by modifying HA with methacrylic anhydride (MA) (HA-MA), which reinforces the fibrin gel, thereby improving mechanical properties. In this study, a range of fibrinogen (the fibrin precursor) and HA-MA concentrations were explored to determine optimal conditions for increased mechanical strength, BMSC proliferation, and chondrogenesis potential in vitro.ResultsIncreased mechanical strength was achieved by HA-MA reinforcement within fibrin hydrogels, and was directly correlated with increasing HA-MA concentration. Live/dead staining and metabolic assays confirmed that the crosslinked fibrin/HA-MA hydrogels provided a suitable 3D environment for BMSC proliferation. Quantitative polymerase chain reaction (qPCR) of BMSCs incubated in the fibrin/HA-MA hydrogel confirmed decreased expression of collagen type 1 alpha 1 mRNA with an increase in Sox9 mRNA expression especially in the presence of a platelet lysate, suggesting early chondrogenesis.ConclusionFibrin/HA-MA hydrogel may be a suitable delivery method for BMSCs, inducing BMSC differentiation into chondrocytes and potentially aiding in articular cartilage repair for OA therapy.
Ultrasound (US) is used widely in the context of breast cancer. While it is advantageous for a number of reasons, it has low specificity and requires the use of a contrast agent. Its use as a standalone diagnostic and real-time imaging modality could be achieved by development of a tumor-targeted ultrasound contrast agent (UCA); functionalizing the UCA with a tumor-targeting agent would also allow the targeted administration of anti-cancer drugs at the tumor site. In this article, clinical US techniques are used to show that mesoporous silica nanoparticles (MSNs), functionalized with the monoclonal antibody Herceptin®, can be used as an effective UCA by increasing US image contrast. Furthermore, in vitro assays show the successful localization and binding of the MSN-Herceptin conjugate to HER2+ cancer cells, resulting in tumor-specific cytotoxicity. These results demonstrate the potential of MSNs as a stable, biocompatible, and effective therapeutic and diagnostic (“theranostic”) agent for US-based breast cancer imaging, diagnosis, and treatment.
Recent studies have indicated that systemic arterial stiffening is a precursor to hypertension and that hypertension, in turn, can perpetuate arterial stiffening. Pulmonary artery (PA) stiffening is also well documented to occur in pulmonary hypertension (PH), and there is evidence that pulmonary vascular stiffness (PVS) may be a better predictor of outcome than pulmonary vascular resistance (PVR). We have hypothesized that the decreased flow-damping function of elastic PAs in PH likely initiates and/or perpetuates dysfunction of pulmonary microvasculature. Recent studies have shown that large-vessel stiffening increases flow pulsatility in the distal pulmonary vasculature, leading to endothelial dysfunction within a proinflammatory, vasoconstricting, and profibrogenic environment. The intricate role of stiffening-stimulated high pulsatile flow in endothelial cell dysfunction includes stepwise molecular events underlying PA hypertrophy, inflammation, endothelial-mesenchymal transition, and fibrosis. In addition to contributing to microenvironmental alterations of the distal vasculature, disordered proximal-distal PA coupling likely also plays a role in increasing ventricular afterload, ultimately causing right ventricle (RV) dysfunction and death. Current therapeutic treatments do not provide a realistic approach to destiffening arteries and, thus, to potentially abrogating the effects of high pulsatile flow on the distal pulmonary vasculature or the increased work imposed by stiffening on the RV. Scrutinizing the effect of PA stiffening on high pulsatile flow-induced cellular and molecular changes, and vice versa, might lead to important new therapeutic options that abrogate PA remodeling and PH development. With a clear understanding that PA stiffening may contribute to the progression of PH to an irreversible state by contributing to chronic microvascular damage in lungs, future studies should be aimed first at defining the underlying mechanisms leading to PA stiffening and then at improved treatment approaches based on these findings.Keywords: pulmonary hypertension, arterial stiffening, wave reflection, smooth muscle cell, endothelial cell, inflammation, right ventricle, treatment. Arterial stiffening is increasingly recognized as a risk factor of cardiovascular events as well as a guide for pharmacological treatment of cardiovascular diseases. Yet its exact role in the development and progression of cardiovascular diseases such as hypertension remains elusive. A recent study, however, presented convincing data supporting the possibility of a cause-effect relationship between arterial stiffness and systemic hypertension: higher levels of arterial stiffness and central pressures preceded and were associated with an increased risk of hypertension, but hypertension did not cause arterial stiffness. 1This work demonstrated that increased vascular stiffness could be a precursor to hypertension. A key implication from these observations is that arterial stiffness, when used as a measure of cardiovascula...
The vascular media, a layer of the blood vessel wall containing smooth muscle cells (SMCs), are often the target functional tissue in the construction of artificial vessel. It contributes to mechanical properties and biological functions of vessels. The present study aimed to study effects of crosslinking and biomolecule conditions in the development of mechanically strong and stable, biologically functional constructs with potential for vascular media regeneration. Genipin was used to crosslink collagen-chitosan-elastin (CCE) constructs. Results revealed that mechanical strength, stiffness, and stability of CCE constructs significantly increased with genipin concentration, but crosslinking significantly inhibited SMC contraction of and invasion in gel constructs. No contraction or invasion was observed in those crosslinked with genipin at 5 mM or above. attenuated total reflectance Fourier transform infrared results showed crosslinking changed functional groups on CCE depending on genipin concentration. To enhance biological activities on crosslinked constructs, soluble molecule factors were incorporated, and their effects on SMC activities were evaluated. These conditions include heparin, platelet-derived transforming growth factor (PDGF), high-concentrated fetal bovine serum (h-FBS), a mixture of heparin and PDGF, and a mixture of h-FBS and PDGF. The h-FBS and PDGF mixture was found to stimulate a 3.2-fold increase in SMC contraction of the crosslinked gels. It was also found that PDGF and h-FBS, separately and in combination, induced SMC invasion in the crosslinked gels, while heparin attenuated PDGF-induced SMC invasion. Our study suggests that designing high-performance acellular constructs to encourage tissue regeneration should use a combination of crosslinking condition and biomolecule factor, striking a balance between mechanical properties and biological functions.
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