Developmental toxicity and potential mechanisms exposed to polystyrene microplastics and polybrominated diphenyl ethers during early life stages of fat greenling (Hexagrammos otakii).

The occurrence of microplastics (MPs) in aquatic ecosystems and their ability to absorb hydrophobic pollutants, such as persistent organic pollutants (POPs), is currently a significant concern. MPs, which are the main breakdown product of plastics, have been frequently detected in the environment, posing serious threats to organisms' health. One particular pollutant, 2,2',4,4'-tetrabromodiphenyl ether (BDE-47), is a dominant congener of PBDEs and is highly toxic to organisms. However, there is limited knowledge regarding the exposure of marine fishes to PBDEs through MPs and their combined toxic effects. In this study, the embryo toxicity of Hexagrammos otakii was conducted to investigate the combined effects of MPs and BDE-47. The results showed that MPs and BDE-47 co-exposure had detrimental effects on embryonic development, such as reduced hatchability, increased mortality, decreased heart rate, and body malformation. Moreover, the combined toxicity of these substances appeared more pronounced harmful effects compared to exposure to BDE-47 alone. Histopathological examination revealed that co-exposure can cause greater damage to hatching glands and yolk. The enrichment of Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways included phagosome, metabolism of xenobiotics by cytochrome P450, TCA cycle, and Wnt signaling pathway, which are closely related to embryonic growth. BDE-47 and MPs may activate the Wnt signaling pathway to affect the normal development of embryos. Our results suggest that MPs and BDE-47 exposure may cause growth disorders in the early life stages of H.otakii, leading to abnormal embryonic development. All these results will contribute to the further study of the ecological risk assessment and toxicity of MPs and organic pollutant mixtures in marine fish.

Sweet Gradient matters: Designing consistent and efficient estimator for Zero-shot Architecture Search.

Zero-shot Neural Architecture Search has garnered attention due to its training-free nature and rapid search speed. However, existing zero-shot estimators commonly suffer from low consistency, which hampers their practicality. In this work, we theoretically analyze that network generalization and convergence are highly correlated with Sweet Gradient of Parameter, i.e., the number of parameters whose gradient absolute values are within a certain interval. Empirical results indicate that Sweet Gradient of Parameter brings a higher consistency than the overall number of parameters. Additionally, we demonstrate a positive correlation between the network depth and the proportion of parameters with sweet gradients in each layer. Based on the analysis, we propose a training-free method to find the Sweet Gradient interval and obtain an estimator, named Sweetimator. Furthermore, Sweet Gradient can be an effective and general approach to promote the consistency of zero-shot estimators. Experiments show that Sweetimator and Sweet-enhanced estimators have significant consistency improvement in multiple benchmarks. Our method achieves state-of-the-art performance with 256x speedup in NAS-Bench-201 and maintains high competitiveness in DARTS, MobileNet, and Transformer search spaces. The source code is available at https://github.com/xingxing-123/SweetGradient.

Effects of the CRYAB gene on stem cell-like properties of colorectal cancer and its mechanism.

Aims: Alpha B-crystallin (CRYAB), a known molecular chaperone, is involved in the occurrence and development of various tumor types. However, the function of CRYAB in colorectal cancer stem cells (CSCs) remains unknown. This study aimed to elucidate the role and possible regulatory mechanisms of CRYAB in the cancer stem cell-like phenotype of colorectal cancer (CRC). Subjects and Methods: The expression of CRYAB in patients with CRC and lymph node metastasis at various stages and its relationship with overall survival were detected using the TCGA database. In this study, CRC-CSCs were enriched from HCT116 and Caco2 cells with serum-free suspension culture. The CRYAB gene, stemness-related genes, and mesenchymal markers were detected via quantitative real-time PCR (qRT-PCR) in CRC cells. Then, CRYAB-HCT116S and CRYAB-Caco2S cell lines were established by lentivirus-mediated overexpression of CRYAB. Self-renewal ability and stemness features were measured by the sphere formation assay and flow cytometry. The tumorigenesis capacity in vivo was inspected in nude mice. The functions of CRYAB on CSC proliferation, migration, and invasion were examined using colony formation and the transwell assay. Finally, the Wnt/ß-catenin pathway-related mRNAs and proteins were detected via qRT-PCR and western blotting. Results: The expression of CRYAB in CRC is related to the clinical phase and prognosis, except with lymphoid metastasis. CRYAB expression was elevated in CSCs. Upregulation of CRYAB enhanced the expression of CSC-related genes and mesenchymal markers. The capacity to form colonospheres, tumorigenesis, cell proliferation, and metastasis were significantly advanced in CRYAB-overexpressed cells. Moreover, CRYAB dramatically suppressed ß-catenin degradation and downregulated the expression of p-GSK-3ß. Conclusions: CRYAB maintains CSC formation via the Wnt/ß-catenin pathway in CRCs, which may, therefore, function as vital molecular targets for CRC therapeutic strategies.