Chest CT is emerging as a valuable diagnostic tool for clinical management of COVID-19 associated lung disease. Artificial intelligence (AI) has the potential to aid in rapid evaluation of CT scans for differentiation of COVID-19 findings from other clinical entities. Here we show that a series of deep learning algorithms, trained in a diverse multinational cohort of 1280 patients to localize parietal pleura/lung parenchyma followed by classification of COVID-19 pneumonia, can achieve up to 90.8% accuracy, with 84% sensitivity and 93% specificity, as evaluated in an independent test set (not included in training and validation) of 1337 patients. Normal controls included chest CTs from oncology, emergency, and pneumonia-related indications. The false positive rate in 140 patients with laboratory confirmed other (non COVID-19) pneumonias was 10%. AI-based algorithms can readily identify CT scans with COVID-19 associated pneumonia, as well as distinguish non-COVID related pneumonias with high specificity in diverse patient populations.
Due to their bacterial ancestry, many components of mitochondria share structural similarities with bacteria. Release of molecular danger signals from injured cell mitochondria (mitochondria-derived damage-associated molecular patterns, mito-DAMPs) triggers a potent inflammatory response, but their role in fibrosis is unknown. Using liver fibrosis resistant/susceptible mouse strain system, we demonstrate that mito-DAMPs released from injured hepatocyte mitochondria (with mtDNA as major active component) directly activate hepatic stellate cells, the fibrogenic cell in the liver, and drive liver scarring. The release of mito-DAMPs is controlled by efferocytosis of dying hepatocytes by phagocytic resident liver macrophages and infiltrating Gr-1(+) myeloid cells. Circulating mito-DAMPs are markedly increased in human patients with non-alcoholic steatohepatitis (NASH) and significant liver fibrosis. Our study identifies specific pathway driving liver fibrosis, with important diagnostic and therapeutic implications. Targeting mito-DAMP release from hepatocytes and/or modulating the phagocytic function of macrophages represents a promising antifibrotic strategy.
Vascular endothelial growth factor (VEGF), one of the most important angiogenic factors, plays an essential role in both physiological and pathological angiogenesis. The VEGF receptor KDR/Flk-1 (a kinase domain receptor) mediates various biological activities of VEGF related to proliferation, differentiation, and migration of endothelial cells. Here we present a novel peptide designated K237-(HTMYYHHYQHHL), which was isolated from a phage-displayed peptide library, binding to KDR with high affinity and specificity. By interfering with the VEGF-KDR interaction, the peptide K237 inhibited proliferation of cultured primary human umbilical vein endothelial cells induced by recombinant human VEGF 165 in a dose-dependent and cell type-specific manner. The peptide also exerted an anti-angiogenesis activity in vivo as revealed using the chick embryo chorioallantoic membrane angiogenesis assay. Moreover, the peptide K237 significantly inhibited the growth of solid tumors implanted beneath the breasts and their metastases to lungs in severe combined immunodeficient mice. Taken together, these findings suggest that the peptide K237 can functionally disrupt the interaction between VEGF and the KDR receptor and cause potent biological effects that include the inhibition of angiogenesis and tumor growth. As a consequence, this peptide (and its future derivatives) may have use as a potential cancer therapy.
BaYF 5 :Yb 3+ , Er 3+ , Tm 3+ nanocrystals have been successfully synthesized via a hydrothermal process. SEM and TEM images indicate that the size of the nanocrystals is about 20 nm. Under the excitation of a 980 nm single-wavelength diode laser, BaYF 5 :Er 3+ nanocrystals give strong green upconversion (UC) emission centered at 523 and 541 nm, which is assigned to 2 H 11/2 / 4 I 15/2 and 4 S 3/2 / 4 I 15/2 transitions of Er 3+ , respectively. When Yb 3+ is codoped in BaYF 5 :Er 3+ , red emission around 652 nm can be observed in the emission spectrum. This emission can be assigned to the 4 F 9/2 / 4 I 15/2 transition of Er 3+ . The intensity ratio of the green luminescence to the red luminescence decreases with increasing Yb 3+ concentration in BaYF 5 :Yb 3+ , Er 3+ nanocrystals. The blue UC emissions of BaYF 5 :Yb 3+ , Tm 3+ nanocrystals appeared near 464 and 480 nm and are assigned to the 1 D 2 / 3 F 4 and 1 G 4 / 3 H 6 transitions of Tm 3+ , respectively. Based on the generation of red, green, and blue emissions, the BaYF 5 :Yb 3+ , Er 3+ , Tm 3+ nanocrystals can produce different colors, including white, by controlling the doping concentration of Yb 3+ in the BaYF 5 nanocrystals. The BaYF 5 :40%Yb 3+ , 0.5%Er 3+ , 0.5%Tm 3+ nanocrystals show proper intensities of blue, green, and red emissions, which result in the production of white light (CIE: x ¼ 0.346, y ¼ 0.336).
Progressive fibrosis, functional liver failure, and cancer are the central liver-related outcomes of nonalcoholic steatohepatitis (NASH) but notoriously difficult to achieve in mouse models. We performed a direct, quantitative comparison of hepatic fibrosis progression in well-defined methionine- and choline-deficient (MCD) and choline-deficient, amino-acid defined (CDAA) diets with increasing fat content (10–60% by calories) in C57Bl/6J and BALB/cAnNCrl mice. In C57Bl/6J mice, MCD feeding resulted in moderate fibrosis at week 8 (up to twofold increase in total hepatic collagen content) and progressive weight loss irrespective of dietary fat. In contrast, CDAA-fed mice did not lose weight and developed progressive fibrosis starting from week 4. High dietary fat in the CDAA diet model induced the lipid metabolism genes for sterol regulatory element-binding protein and stearoyl-CoA desaturase-2 and increased ductular reaction and fibrosis in a dose-dependent manner. Longitudinal analysis of CDAA with 60% fat (HF-CDAA) feeding revealed pronounced ductular reaction and perisinusoidal bridging fibrosis, with a sevenfold increase of hepatic collagen at week 12, which showed limited spontaneous reversibility. At 24 wk, HF-CDAA mice developed signs of cirrhosis with pan-lobular “chicken wire” fibrosis, 10-fold hydroxyproline increase, regenerative nodules, portal hypertension and elevated serum bilirubin and ammonia levels; 80% of mice (8/10) developed multiple glypican-3- and/or glutamine synthetase-positive hepatocellular carcinomas (HCC). High-fat (60%) supplementation of MCD in C57Bl/6J or feeding the HF-CDAA diet fibrosis-prone BALB/cAnNCrl strain failed to result in increased fibrosis. In conclusion, HF-CDAA feeding in C57Bl/6J mice was identified as an optimal model of steatohepatitis with robust fibrosis and ductular proliferations that progress to cirrhosis and HCC within 24 wk. This robust model will aid the testing of interventions and drugs for severe NASH. NEW & NOTEWORTHY Via quantitative comparison of several dietary models, we report HF-CDAA feeding in C57Bl/6 mice as an excellent model recapitulating several key aspects of fibrotic NASH: 1) robust, poorly reversible liver fibrosis, 2) prominent ductular reaction, and 3) progression to cirrhosis, portal hypertension, and liver cancer within 24 wk. High fat dose-dependently activates SREBP2/SCD2 genes and drives liver fibrosis in e HF-CDAA model. These features qualify the model as a robust and practical tool to study mechanisms and novel treatments addressing severe human NASH.
See Huang and Gitler (doi:) for a scientific commentary on this article.Small molecule drugs that can reduce levels of the mutant huntingtin protein (mHTT) are sought for the treatment of Huntington’s disease. Song et al. demonstrate that deleting Gpr52, or inhibiting Gpr52 protein function with a novel small molecule antagonist, reduces mHTT levels and rescues Huntington’s disease-associated phenotypes in cellular and mouse models.
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