Multiphase Reconstruction of Heterogeneous Materials Using Machine Learning and Quality of Connection Function.

Establishing accurate structure-property linkages and precise phase volume accuracy in 3D microstructure reconstruction of materials remains challenging, particularly with limited samples. This paper presents an optimized method for reconstructing 3D microstructures of various materials, including isotropic and anisotropic types with two and three phases, using convolutional occupancy networks and point clouds from inner layers of the microstructure. The method emphasizes precise phase representation and compatibility with point cloud data. A stage within the Quality of Connection Function (QCF) repetition loop optimizes the weights of the convolutional occupancy networks model to minimize error between the microstructure's statistical properties and the reconstructive model. This model successfully reconstructs 3D representations from initial 2D serial images. Comparisons with screened Poisson surface reconstruction and local implicit grid methods demonstrate the model's efficacy. The developed model proves suitable for high-quality 3D microstructure reconstruction, aiding in structure-property linkages and finite element analysis.

Role and possible mechanism of estrogen receptor α down-regulation leading to damage of TM4 Sertoli cell connectivity in mice / 中国药理学通报

Aim To investigate the role of autophagy in the dysfunction of testicular TM4 cell junction induced by ERα down-regulation. Methods TM4 cells were treated with different concentrations of E R a inhibitor ICI182780 (ICI), and the proliferative activity of TM4 cells was detected by CCK-8 method. The number and morphological changes of TM4 cells were observed by light microscope. The levels of E R a, junction function related proteins and autophagy marker proteins were detected by Western blot. The expression and localization of Cx43 were detected by immunofluorescence staining. The cells were treated with chloroquine (CQ) and ICI for 24 h. The expression levels of autophagy and junction function related proteins were detected by Western blot. Results When ICI concentration was 50 nmol • L ~ or above, the cell viability decreased significantly. The increase of cell vacuoles in ICI group was observed by light microscope. Compared with normal control group, the protein expression levels of E R a, ZO-1, occludin, claudin-11, p-catenin and Cx43 in ICI groups significantly dropped, while the expression levels of N-cadherin and E-cadherin had no significant changes; LC3 II significantly rose, while p62 expression significantly fell. The results of immunofluorescence showed that the fluorescence expression of Cx43 in ICI group decreased significantly, but the position of CX43 did not change significantly. Compared with ICI group, the expression levels of LC3 II, p62, Cx43, ZO-1 and β-Catenin significantly increased. Conclusions The down-regulation of E R a leads to damage of TM4 cell junction function, which may be related to the activation of autophagy.