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To reveal the effect of sucrose concentration on the production of secondary metabolites, a metabolome and transcriptome joint analysis was carried out using callus induced from grape variety Mio Red cambial meristematic cells. We identified 559 metabolites—mainly flavonoids, phenolic acids, and stilbenoids—as differential content metabolites (fold change ≥2 or ≤0.5) in at least one pairwise comparison of treatments with 7.5, 15, or 30 g/L sucrose in the growing media for 15 or 30 days (d). Resveratrol, viniferin, and amurensin contents were highest at 15 d of subculture; piceid, ampelopsin, and pterostilbene had higher contents at 30 d. A transcriptome analysis identified 1310 and 498 (at 15 d) and 1696 and 2211 (at 30 d) differentially expressed genes (DEGs; log2(fold change) ≥ 1, p < 0.05) in 7.5 vs. 15 g/L and 15 vs. 30 g/L sucrose treatments, respectively. In phenylpropane and isoflavone pathways, DEGs encoding cinnamic acid 4-hydroxylase, chalcone synthase, chalcone isomerase, and flavanone 3-hydroxylase were more highly expressed at 15 d than at 30 d, while other DEGs showed different regulation patterns corresponding to sucrose concentrations and cultivation times. For all three sucrose concentrations, the stilbene synthase (STS) gene exhibited significantly higher expression at 15 vs. 30 d, while two resveratrol O-methyltransferase (ROMT) genes related to pterostilbene synthesis showed significantly higher expression at 30 vs. 15 d. In addition, a total of 481 DEGs were annotated as transcription factors in pairwise comparisons; an integrative analysis suggested MYB59, WRKY20, and MADS8 as potential regulators responding to sucrose levels in flavonoid and stilbene biosynthesis in grape callus. Our results provide valuable information for high-efficiency production of flavonoids and stilbenes using grape callus. [ABSTRACT FROM AUTHOR]

In response to the challenges of bearing fault diagnosis under small sample sizes and variable operating conditions, this paper proposes a novel method based on the two-dimensional analysis of vibration acceleration signals and a Multi-Task Conditional Generative Adversarial Network (MTC-GAN). This method first constructs two-dimensional images of vibration signals by leveraging the physical properties of the bearing acceleration signals and employs Local Binary Patterns (LBP) to extract subtle texture features from these images, thereby generating fault feature signatures with high discriminative power across different operating conditions. Subsequently, MTC-GAN is utilized for data augmentation, and the trained discriminator is used to perform fault classification tasks, improving classification accuracy under conditions with small sample sizes. Experimental results demonstrate that the proposed method achieves excellent fault diagnosis accuracy and robustness under both small sample sizes and varying operating conditions. Compared to traditional methods, this approach exhibits higher efficiency and reliability in handling complex operating conditions and data scarcity. [ABSTRACT FROM AUTHOR]

According to Hückel's rule, cyclic species are aromatic if they have 4n + 2 (n = 0, 1, 2, etc.) π electrons. However, large aromatic rings (atom number > 4) with minimum 2π electrons (i.e., n = 0) are rather rare because of the structural instability stemming from the deficient π electrons compared to the ring size. To date, the largest 2π-aromatic ring is a five-membered Ga5 core reported in a recent experiment. Herein, density functional theory calculations predicted seven inverse-sandwich Na2(MH)5 and half-sandwich Ca(MH)5 or Ca(MH)6 (M = Al, Ga or In) structures. They all have planar central five- or six-membered Al/Ga/In rings, rather negative binding energies and large HOMO–LUMO gaps. Their dianionic metal rings exhibit obvious aromatic characters and appreciable diatropic ring currents due to the good delocalization of 2π electrons donated by the Na/Ca metals. Interestingly, they also have novel collective bonding with the Na/Ca atoms interacting with both the metal ring and surrounding H atoms. These metalloaromatic rings not only greatly enrich the precious family of 2π aromatics, but also increase the maximum ring atom number from five to six, thus paving the way for Hückel-type 2π-aromatic large rings. [ABSTRACT FROM AUTHOR]

Cyclic species being aromatic in both the lowest singlet and triplet electronic states (so-called adaptive aromaticity) are scarce. To date, the reported systems have been mostly organometallic heterocycles with the aromaticities in the two states having the same origin of either σ- or π-electron delocalization (i.e., adaptive σ or π aromaticity). Herein, an exhaustive density functional theory study was conducted for 90 planar inorganic five-membered heterocycles in the forms of XY4 and XY2Z2 (X = O or S; Y and Z = N, P, As, Sb or Bi). They all contain 6π electrons and thus should be aromatic and antiaromatic in the lowest singlet and triplet states, respectively, according to classical Hückel's 4n + 2 and Baird's 4n π-electron rules. To our surprise, however, several of them (e.g., ON2As2, ON2Bi2 and SAs2Sb2) exhibit considerable aromatic characters in both S0 and T1 states, as confirmed by multiple aromaticity indices. More interestingly, further analyses reveal that their aromaticities in the two states may unprecedentedly stem from both σ- and π-electron delocalization. Thus, they likely bear unusual adaptive σ + π dual aromaticity. By finding adaptive aromatics in rather simple inorganic unsaturated systems, our work extends this emerging aromaticity concept to the big inorganic world. [ABSTRACT FROM AUTHOR]

Cyclic species being aromatic in both the lowest singlet and triplet electronic states (so-called adaptive aromaticity) are scarce. To date, the reported systems have been mostly organometallic heterocycles with the aromaticities in the two states having the same origin of either σ- or π-electron delocalization ( i.e. , adaptive σ or π aromaticity). Herein, an exhaustive density functional theory study was conducted for 90 planar inorganic five-membered heterocycles in the forms of XY 4 and XY 2 Z 2 (X = O or S; Y and Z = N, P, As, Sb or Bi). They all contain 6π electrons and thus should be aromatic and antiaromatic in the lowest singlet and triplet states, respectively, according to classical Hückel's 4 n + 2 and Baird's 4 n π-electron rules. To our surprise, however, several of them ( e.g. , ON 2 As 2 , ON 2 Bi 2 and SAs 2 Sb 2 ) exhibit considerable aromatic characters in both S 0 and T 1 states, as confirmed by multiple aromaticity indices. More interestingly, further analyses reveal that their aromaticities in the two states may unprecedentedly stem from both σ- and π-electron delocalization. Thus, they likely bear unusual adaptive σ + π dual aromaticity. By finding adaptive aromatics in rather simple inorganic unsaturated systems, our work extends this emerging aromaticity concept to the big inorganic world.