Association of attenuated leptin signaling pathways with impaired cardiac function under prolonged high-altitude hypoxia.

Cardiovascular function and adipose metabolism were markedly influenced under high altitudes. However, the interplay between adipokines and heart under hypoxia remains to be elucidated. We aim to explore alterations of adipokines and underlying mechanisms in regulating cardiac function under high altitudes. We investigated the cardiopulmonary function and five adipokines in Antarctic expeditioners at Kunlun Station (4,087 m) for 20 days and established rats exposed to hypobaric hypoxia (5,000 m), simulating Kunlun Station. Antarctic expeditioners exhibited elevated heart rate, blood pressure, systemic vascular resistance, and decreased cardiac pumping function. Plasma creatine phosphokinase-MB (CK-MB) and platelet-endothelial cell adhesion molecule-1 (sPecam-1) increased, and leptin, resistin, and lipocalin-2 decreased. Plasma leptin significantly correlated with altered cardiac function indicators. Additionally, hypoxic rats manifested impaired left ventricular systolic and diastolic function, elevated plasma CK-MB and sPecam-1, and decreased plasma leptin. Chronic hypoxia for 14 days led to increased myocyte hypertrophy, fibrosis, apoptosis, and mitochondrial dysfunction, coupled with reduced protein levels of leptin signaling pathways in myocardial tissues. Cardiac transcriptome analysis revealed leptin was associated with downregulated genes involved in rhythm, Na+/K+ transport, and cell skeleton. In conclusion, chronic hypoxia significantly reduced leptin signaling pathways in cardiac tissues along with significant pathological changes, thus highlighting the pivotal role of leptin in regulation of cardiac function under high altitudes.

Neural Network Compression Based on Tensor Ring Decomposition.

Deep neural networks (DNNs) have made great breakthroughs and seen applications in many domains. However, the incomparable accuracy of DNNs is achieved with the cost of considerable memory consumption and high computational complexity, which restricts their deployment on conventional desktops and portable devices. To address this issue, low-rank factorization, which decomposes the neural network parameters into smaller sized matrices or tensors, has emerged as a promising technique for network compression. In this article, we propose leveraging the emerging tensor ring (TR) factorization to compress the neural network. We investigate the impact of both parameter tensor reshaping and TR decomposition (TRD) on the total number of compressed parameters. To achieve the maximal parameter compression, we propose an algorithm based on prime factorization that simultaneously identifies the optimal tensor reshaping and TRD. In addition, we discover that different execution orders of the core tensors result in varying computational complexities. To identify the optimal execution order, we construct a novel tree structure. Based on this structure, we propose a top-to-bottom splitting algorithm to schedule the execution of core tensors, thereby minimizing computational complexity. We have performed extensive experiments using three kinds of neural networks with three different datasets. The experimental results demonstrate that, compared with the three state-of-the-art algorithms for low-rank factorization, our algorithm can achieve better performance with much lower memory consumption and lower computational complexity.

Hypoxia promotes white adipose tissues browning in rats under simulated environment at altitude of 5000 m.

People living in plains tend to decrease in body weight or body fat percentage after entering the plateau. Previous studies have found that plateau animals can burn fat and release calories through white adipose tissues (WATs) browning. However, these studies have focused on the effect of cold stimulation that induced WATs browning while there's hardly study on the effect of hypoxia. In this study, we investigate that whether and how hypoxia contributes to WATs browning in rats from acute to chronic hypoxia. We constructed hypobaric hypoxic rat models by exposing 9-week-old male SD rats to a hypobaric hypoxic chamber for 1, 3, 14 and 28 days (Group H) under simulated environment at altitude of 5000 m. We also established normoxic control groups for each time period (Group C), as well as paired 1-day and 14-day normoxic food-restriction rats that were fed the same amount of food as the hypoxic group ate (Group R). We then observed the growth status of rats and recorded dynamic changes in histologic, cellular and molecular levels of perirenal WATs (PWAT), epididymal WATs (EWAT) and subcutaneous WATs (SWAT) in each group. Results showed that (1) Hypoxic rats had lower food intake, significantly lower body weight than control rats, and showed lower WATs index. (2) In group H14, ASC1 mRNA expressions of PWAT and EWAT in rats were lower than that in group C14, and PAT2 mRNA expression of EWAT was higher than that in both group C14 and R14. In group R14, however, ASC1 mRNA expressions of PWAT and EWAT in rats were higher than both group C14 and H14, and that of SWAT was also significantly higher than group C14. (3) In group H3, both the mRNA and protein levels of uncoupling protein 1 (UCP1) of PWAT in rats were significantly increased than group C3. And in group H14, those of EWAT in rats were significantly increased than group C14. (4) In plasma of rats, norepinephrine (NE) level was significantly increased in group H3 than group C3, and free fatty acids (FFAs) level was significantly increased in group H14 than both group C14 and R14. In group R1, FASN mRNA expressions of PWAT and EWAT in rats were down-regulated than group C1. In group H3, FASN mRNA expressions of PWAT and EWAT in rats were down-regulated while ATGL mRNA expression of EWAT was up-regulated than group C3. Conversely, in group R14, FASN mRNA expressions of PWAT and EWAT in rats were significantly up-regulated than group C14 and H14. These results suggested that hypoxia promoted different WATs browning in rats under simulated environment at altitude of 5000 m and changed the lipid metabolism in WATs. Furthermore, rats in the chronic hypoxic group showed a completely different lipid metabolism of WATs from that in paired food-restriction group.