315 research outputs found
IL-15 sustains IL-7R-independent ILC2 and ILC3 development
The signals that maintain tissue-resident innate lymphoid cells (ILC) in different microenvironments are incompletely understood. Here we show that IL-7 receptor (IL-7R) is not strictly required for the development of any ILC subset, as residual cells persist in the small intestinal lamina propria (siLP) of adult and neonatal Il7ra(â/â) mice. Il7ra(â/â) ILC2 primarily express an ST2(â) phenotype, but are not inflammatory ILC2. CCR6(+) ILC3, which express higher Bcl-2 than other ILC3, are the most abundant subset in Il7ra(â/â) siLP. All ILC subsets are functionally competent in vitro, and are sufficient to provide enhanced protection to infection with C. rodentium. IL-15 equally sustains wild-type and Il7ra(â/â) ILC survival in vitro and compensates for IL-7R deficiency, as residual ILCs are depleted in mice lacking both molecules. Collectively, these data demonstrate that siLP ILCs are not completely IL-7R dependent, but can persist partially through IL-15 signalling
Bridging the information gap between beginning and experienced farmers
The demographic of the average farmer is shifting from experienced, generational farmers to beginning farmers with little experience or family background in farming. This has led to a knowledge gap in critical information for beginning farmers that could be contributing to the high fail rate of new farms. This research surveyed both experienced and beginning farmers and asked them to identify areas of educational importance. The aim of this study was to identify areas where beginning farmers may have a knowledge gap in an effort to identify areas where future educational resources should be focused. The results showed that in general, beginning and experienced farmers agreed in the areas of critical importance for farm educational needs. One area where beginning farmers underestimated the importance of resources was in Financial Skills. Understanding and addressing the knowledge gaps for beginning farmers can help to ensure the success of the next generation of farmers
SUDS: Sanitizing Universal and Dependent Steganography
Steganography, or hiding messages in plain sight, is a form of information
hiding that is most commonly used for covert communication. As modern
steganographic mediums include images, text, audio, and video, this
communication method is being increasingly used by bad actors to propagate
malware, exfiltrate data, and discreetly communicate. Current protection
mechanisms rely upon steganalysis, or the detection of steganography, but these
approaches are dependent upon prior knowledge, such as steganographic
signatures from publicly available tools and statistical knowledge about known
hiding methods. These dependencies render steganalysis useless against new or
unique hiding methods, which are becoming increasingly common with the
application of deep learning models. To mitigate the shortcomings of
steganalysis, this work focuses on a deep learning sanitization technique
called SUDS that is not reliant upon knowledge of steganographic hiding
techniques and is able to sanitize universal and dependent steganography. SUDS
is tested using least significant bit method (LSB), dependent deep hiding
(DDH), and universal deep hiding (UDH). We demonstrate the capabilities and
limitations of SUDS by answering five research questions, including baseline
comparisons and an ablation study. Additionally, we apply SUDS to a real-world
scenario, where it is able to increase the resistance of a poisoned classifier
against attacks by 1375%.Comment: Accepted to European Conference on Artificial Intelligence (ECAI)
202
Population status of the Chuck-willâs-widow (Caprimulgus carolinensis) in the Bahamas.
The Chuck-willâs-widow (Caprimulgus carolinensis) in the Bahama Islands has been regarded as a rare to uncommon winter visitor. We conducted breeding season surveys on the three largest northern islands (North Andros, Grand Bahama, and Great Abaco) to examine the status of this species. We encountered singing birds on most survey routes on all three islands, suggesting that sizeable breeding populations are widespread in the northern Bahamas with an aggregate estimate of 500â1,000 pairs. Our density estimates were somewhat less than those from the primary range in the United States, suggesting either a lower carrying capacity in the Bahama Islands or recently established populations that have yet to reach carrying capacity
Vitamin E, Îł-tocopherol, diminishes ex vivo basophil response to dust mite allergen
Epidemiologic studies suggest that dietary vitamin E is a candidate intervention for atopic disease. We used in vitro and ex vivo exposures to test the hypothesis that the most common dietary isoform of vitamin E, γ-tocopherol (γT), could suppress FcΔRI-mediated basophil activation
Exploiting Large Neuroimaging Datasets to Create Connectome-Constrained Approaches for more Robust, Efficient, and Adaptable Artificial Intelligence
Despite the progress in deep learning networks, efficient learning at the
edge (enabling adaptable, low-complexity machine learning solutions) remains a
critical need for defense and commercial applications. We envision a pipeline
to utilize large neuroimaging datasets, including maps of the brain which
capture neuron and synapse connectivity, to improve machine learning
approaches. We have pursued different approaches within this pipeline
structure. First, as a demonstration of data-driven discovery, the team has
developed a technique for discovery of repeated subcircuits, or motifs. These
were incorporated into a neural architecture search approach to evolve network
architectures. Second, we have conducted analysis of the heading direction
circuit in the fruit fly, which performs fusion of visual and angular velocity
features, to explore augmenting existing computational models with new insight.
Our team discovered a novel pattern of connectivity, implemented a new model,
and demonstrated sensor fusion on a robotic platform. Third, the team analyzed
circuitry for memory formation in the fruit fly connectome, enabling the design
of a novel generative replay approach. Finally, the team has begun analysis of
connectivity in mammalian cortex to explore potential improvements to
transformer networks. These constraints increased network robustness on the
most challenging examples in the CIFAR-10-C computer vision robustness
benchmark task, while reducing learnable attention parameters by over an order
of magnitude. Taken together, these results demonstrate multiple potential
approaches to utilize insight from neural systems for developing robust and
efficient machine learning techniques.Comment: 11 pages, 4 figure
The acute effects of alcohol on auditory thresholds
There is very little knowledge about alcohol-induced hearing loss. Alcohol consumption and tolerance to loud noise is a well observed phenomenon as seen in the Western world where parties get noisier by the hour as the evening matures. This leads to increase in the referrals to the "hearing aid clinic" and the diagnosis of "cocktail party deafness" which may not necessarily be only due to presbyacusis or noise-induced hearing loss
Risk of cancers of the lung, head and neck in patients hospitalized for alcoholism in Sweden
Alcoholic patients are at increased risk of cancers of the head and neck but little information is available on the magnitude of the risk for specific sites and for different histological types. We followed 182â667 patients with a hospital discharge diagnosis of alcoholism during 1965â1994, for an average of 10.2 years. We compared their incidence of site- and histological type-specific cancers of the oral cavity, pharynx, larynx and lung with that of the national population. The standardized incidence ratio (SIR) of cancer of the oral cavity and pharynx was 5.33 (95% confidence interval [CI] 5.04â5.64, based on 1207 cases). The SIRs of laryngeal and lung cancer were 4.21 (95% Cl 3.78â4.68, 347 cases) and 2.40 (2.29â2.51, 1880 cases), respectively. The SIR was highest for cancers of the hypopharynx, floor of the mouth, mesopharynx and base of the tongue. The relative excess of lung cancer was similar for squamous cell carcinoma and adenocarcinoma. Low age at first hospitalization was associated with higher SIRs for all sites under study. 25 years after first hospitalization for alcoholism, the cumulative probability of developing a lung cancer was in the order of 5%, for oral and pharyngeal cancer it was 2.5%, and for oesophageal or laryngeal cancer 1% each. Our study shows that the risk of head and neck cancer among heavy drinkers is highest for sites in direct contact with alcohol. The high risk of head and neck neoplasms may justify specific medical attention. © 2001 Cancer Research Campaign http://www.bjcancer.co
The neuropeptide NMU amplifies ILC2-driven allergic lung inflammation
Type 2 innate lymphoid cells (ILC2s) both contribute to mucosal homeostasis and initiate pathologic inflammation in allergic asthma. However, the signals that direct ILC2s to promote homeostasis versus inflammation are unclear. To identify such molecular cues, we profiled mouse lung-resident ILCs using single-cell RNA sequencing at steady state and after in vivo stimulation with the alarmin cytokines IL-25 and IL-33. ILC2s were transcriptionally heterogeneous after activation, with subpopulations distinguished by expression of proliferative, homeostatic and effector genes. The neuropeptide receptor Nmur1 was preferentially expressed by ILC2s at steady state and after IL-25 stimulation. Neuromedin U (NMU), the ligand of NMUR1, activated ILC2s in vitro, and in vivo co-administration of NMU with IL-25 strongly amplified allergic inflammation. Loss of NMU-NMUR1 signalling reduced ILC2 frequency and effector function, and altered transcriptional programs following allergen challenge in vivo. Thus, NMUR1 signalling promotes inflammatory ILC2 responses, highlighting the importance of neuro-immune crosstalk in allergic inflammation at mucosal surfaces
TNPO2 variants associate with human developmental delays, neurologic deficits, and dysmorphic features and alter TNPO2 activity in Drosophila
Transportin-2 (TNPO2) mediates multiple pathways including non-classical nucleocytoplasmic shuttling of >60 cargoes, such as developmental and neuronal proteins. We identified 15 individuals carrying de novo coding variants in TNPO2 who presented with global developmental delay (GDD), dysmorphic features, ophthalmologic abnormalities, and neurological features. To assess the nature of these variants, functional studies were performed in Drosophila. We found that fly dTnpo (orthologous to TNPO2) is expressed in a subset of neurons. dTnpo is critical for neuronal maintenance and function as downregulating dTnpo in mature neurons using RNAi disrupts neuronal activity and survival. Altering the activity and expression of dTnpo using mutant alleles or RNAi causes developmental defects, including eye and wing deformities and lethality. These effects are dosage dependent as more severe phenotypes are associated with stronger dTnpo loss. Interestingly, similar phenotypes are observed with dTnpo upregulation and ectopic expression of TNPO2, showing that loss and gain of Transportin activity causes developmental defects. Further, proband-associated variants can cause more or less severe developmental abnormalities compared to wild-type TNPO2 when ectopically expressed. The impact of the variants tested seems to correlate with their position within the protein. Specifically, those that fall within the RAN binding domain cause more severe toxicity and those in the acidic loop are less toxic. Variants within the cargo binding domain show tissue-dependent effects. In summary, dTnpo is an essential gene in flies during development and in neurons. Further, proband-associated de novo variants within TNPO2 disrupt the function of the encoded protein. Hence, TNPO2 variants are causative for neurodevelopmental abnormalities
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