We propose and evaluate transformer-based acoustic models (AMs) for hybrid speech recognition. Several modeling choices are discussed in this work, including various positional embedding methods and an iterated loss to enable training deep transformers. We also present a preliminary study of using limited right context in transformer models, which makes it possible for streaming applications. We demonstrate that on the widely used Librispeech benchmark, our transformer-based AM outperforms the best published hybrid result by 19% to 26% relative when the standard n-gram language model (LM) is used. Combined with neural network LM for rescoring, our proposed approach achieves state-of-the-art results on Librispeech. Our findings are also confirmed on a much larger internal dataset.

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Dendritic cells (DCs) and macrophages play important roles in maintaining intestinal homeostasis. However, the molecular mechanisms that regulate the differentiation and responses of intestinal DCs and macrophages remain poorly understood. Here, we have identified microRNA miR-223 as a key molecule for regulating these processes. Deficiency of miR-223 led to a significantly decreased number of intestinal CX3CR1(hi) macrophages at steady state. Both intestinal CX3CR1(hi) macrophages and CD103(+) conventional DCs (cDCs) in miR-223-deficient mice exhibited a strong pro-inflammatory phenotype. Moreover, miR-223-deficient monocytes gave rise to more monocyte-derived DCs (moDCs) and produced more pro-inflammatory cytokines upon stimulation. Using a mouse model of colitis, we demonstrated that the miR-223 deficiency resulted in more severe colitis. Target gene analysis further identified that the effects of miR-223 on DCs and macrophages were mediated by directly targeting C/EBPβ. Taken together, our study identifies a role for miR-223 as a critical regulator of intestinal homeostasis.

Background: Astrocyte elevated gene-1 (AEG-1) was originally characterized as a HIV-1-inducible gene in primary human fetal astrocyte. Recent studies highlight a potential role of AEG-1 in promoting tumor progression and metastasis. The aim of this study was to investigate if AEG-1 serves as a potential therapeutic target of human neuroblastoma.

These results demonstrated the active targeting ability of this kind of mannan-modified DNA-loaded vehicles, which may have great potential for targeted gene delivery.

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Inhibition of histone deacetylase (HDAC) results in growth arrest, differentiation, and apoptosis in nearly all tumor cell lines, promoting HDACs as promising targets for antitumor therapy. In our previous study we developed a novel series of 1,2,3,4-tetrahydroisoquinoline-3-carboxylic acid derivatives as HDAC inhibitors (HDACi), among which compound 7d exhibited promising HDAC8 inhibitory and antiproliferative activities. Herein, we report the design and development of a new class of tetrahydroisoquinoline-bearing hydroxamic acid analogues as potential HDACi and anticancer agents. In vitro biological evaluation of these compounds showed improved HDAC8 inhibition (compounds 31a and 31b exhibited mid-nM IC(50) values against HDAC8) and potent growth inhibition in multiple tumor cell lines. Most importantly, compounds 25e, 34a, and 34b exhibited excellent in vivo anticancer activities in a human breast carcinoma (MDA-MB-231) xenograft model compared with suberoylanilide hydroxamic acid (SAHA), an approved HDACi. Collectively, our results indicate that tetrahydroisoquinoline bearing a hydroxamic acid is an excellent template to develop novel HDACi as potential anticancer agents.