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Fat deposition in pigs is not only closely related to pig production efficiency and pork quality but also an ideal model for human obesity. Transcriptome sequencing is widely used to study fat deposition. However, due to small sample sizes, high false positive rates, and poor consistency of results from different studies, new strategies are urgently needed. Machine learning, a new analysis method, can effectively fit complex data and accurately identify samples and genes. In this study, 36 samples of adipose tissue, muscle tissue, and liver tissue were collected from Songliao black pigs and Landrace pigs, and the mRNA of all the samples was sequenced. In addition, we collected transcriptome data for 64 samples in the GEO database from four different sources. After standardization and imputation of missing values in the data set comprising 100 samples, traditional differential expression analysis was carried out, and different numbers of expressed genes were selected as features for the training model of eight machine learning methods. In the 1000 replications of fourfold cross validation with 100 samples, AdaBoost performed best, with an average prediction accuracy greater than 93% and the highest mean area under the curve in predicting the high- and low-fat content groups among the eight ML methods. According to their performance-based ranks inferred by AdaBoost, 12 genes related to fat deposition were identified; among them

Background: PD-1/PD-L1 checkpoint inhibitors have been approved for the treatment of a variety of solid tumors. Some clinical trials have also confirmed the excellent efficacy of PD- 1/PD-L1 inhibitors on lymphoma. However, the efficacy of PD-1/PD-L1 inhibitors on leukemia remains unclear. Main body: To understand the connection between PD-1/PD-L1 and leukemia better, this review concentrates on the up-regulated expression of PD-1/PD-L1 and the PD-1/PD-L1 blockade trials in participants with leukemia. PD-1/PD-L1 signal performs momentously negative immunoregulation of cancer, which can inhibit the activation of cytotoxic T cells and involve in the immune escape in tumors. Activated PD-1/PD-L1 may transduce negative intracellular signals to block the mitotic cycle and the development of T-cells. Several pathways are involved in these critical biochemical processes, including MAPK, calcium, PI3K/AKT, and so on. Lately, PD-1/PD-L1 antibodies have illustrated unprecedented curative effects on Hodgkin's lymphoma and some solid tumors. Specimens from patients with leukemia demonstrated the elevated level of PD-1/PD-L1 in T lymphocytes. This finding inspired hematologists to use PD-1/PD-L1 inhibitors for subjects suffering from leukemia. Some clinical trials have implied that PD-1/PD-L1 inhibitors could help patients fight against leukemia, however, other researchers have reported the opposite results. Conclusions: PD-1/PD-L1 is upregulated in leukemia, but the results regarding PD-1/PD-L1 blockade are mixed and more clinical trials are needed to be conducted.

Despite being the gold-standard treatment for end-stage heart disease, heart transplantation is associated with acute cardiac rejection within 1 year of transplantation. The continuous application of immunosuppressants may cause side effects such as hepatic and renal toxicity, infection, and malignancy. Developing new pharmaceutical strategies to alleviate acute rejection after heart transplantation effectively and safely is of critical importance. In this study, we performed a murine model of MHC-full mismatch cardiac transplantation and showed that the combination of Rhodosin (Rho) and mycophenolate mofetil (MMF) could prevent acute rejection and oxidative stress injury and prolong the survival time of murine heart transplants. The use of Rho plus MMF in allografts improved the balance of Tregs/Teff cells, which had a protective effect on allotransplantation. We also isolated bone marrow-derived dendritic cells (BMDCs) and determined that Rho inhibited DC maturation by promoting mitochondrial fusion mainly through the mitochondrial fusion-related protein MFN1. Herein, we demonstrated that Rho, an active ingredient isolated from the plant Rhodiola rosea with antioxidant and anti-inflammatory activities, could efficiently alleviate acute rejection and significantly prolong murine heart allograft survival when used with a low dose of MMF. More importantly, we found that Rho restrained DC maturation by promoting mitochondrial fusion and decreasing reactive oxygen species (ROS) levels, which then alleviated acute rejection in murine cardiac transplantation. Interestingly, as a novel immunosuppressant, Rho has almost no side effects compared with other traditional immunosuppressants. Taken together, these results suggest that Rho has good clinical auxiliary applications as an effective immunosuppressant and antioxidant, and this study provides an efficient strategy to overcome the side effects of immunosuppressive agents that are currently used in organ transplantation.

The first blue-excitable calcium-based LMOF yellow phosphor is achieved via water induced phase transformation. The compound with high luminescence quantum efficiency can be coated directly onto a commercial blue LED chip to fabricate a white LED.

This paper proposes a 3rd order continuous-time delta-sigma modulator (CTDSM) with a single amplifier biquad (SAB) and excess loop delay (ELD) merged integrator. The integrator enables a 2nd order noise-shaping together with ELD compensation with just a single Opamp and feedback DAC. A three-stage Opamp with a hybrid frequency-compensation scheme is presented, which achieves high gain and large unity-gain bandwidth (UGBW) with low power. The circuit secures an extra order noise-shaping through a passive noise-shaping SAR (NS-SAR) quantizer (QTZ) while further incorporating a preliminary sampling and quantization (PSQ) technique, the 1st order NS QTZ can run at 1.5 GHz with 6b. The design, implemented in 28 nm, obtains 74.4 dB SNDR with 50 MHz bandwidth while consuming 10.4 mW from 1.5 V and 1 V power supplies. The prototype attains a dynamic range of 80.6 dB with a Schreier FOM of 171.2 dB. With the presented integrator and Opamp, the loop filter only consumes 14 % of the total DSM power consumption.

Intramuscular fat (IMF) is an essential trait closely related to meat quality. The IMF trait is a complex quantitative trait that is regulated by multiple genes. In order to better understand the process of IMF and explore the key factors affecting IMF deposition, we identified differentially expressed mRNA, miRNA, and lncRNA in the longissimus dorsi muscle (LD) between Songliao Black (SL) pigs and Landrace pigs. We obtained 606 differentially expressed genes (DEGs), 55 differentially expressed miRNAs (DEMs), and 30 differentially expressed lncRNAs (DELs) between the SL pig and Landrace pig. Enrichment results from GO and KEGG indicate that DEGs are involved in fatty acid metabolism and some pathways related to glycogen synthesis. We constructed an lncRNA–miRNA–mRNA interaction network with 18 DELs, 11 DEMs, and 42 DEGs. Finally, the research suggests that ARID5B, CPT1B, ACSL1, LPIN1, HSP90AA1, IRS1, IRS2, PIK3CA, PIK3CB, and PLIN2 may be the key genes affecting IMF deposition. The LncRNAs MSTRG.19948.1, MSTRG.13120.1, MSTRG.20210.1, and MSTRG.10023.1, and the miRNAs ssc-miRNA-429 and ssc-miRNA-7-1, may play a regulatory role in IMF deposition through their respective target genes. Our research provides a reference for further understanding the regulatory mechanism of IMF.

The chronic rejection responses and side effects of systematic administration of immunosuppressants are the main obstacles for heart allograft and patient survival. The development of xenotransplantation also urgently requires more efficient immune regulation strategies. Herein, we demonstrate that lymph node (LN) targeted drug delivery can realize LN specific immunomodulation with attenuated immune suppression on distant peripheral immune organs to effectively prolong the long-term survival after heart transplantation in a chronic murine heart transplantation model. A chemokine C-C motif ligand 21 (CCL21) specific aptamer for LN targeting is decorated onto the surface of the hybrid nanoparticular delivery vector composed of CaCO