Search Results (43)

Accurate and rapid detection of Volvariella volvacea (straw mushroom) fruiting bodies at harvestable maturity is a critical prerequisite for automated industrial cultivation. However, existing detection methods often yield high false-negative and false-positive rates when processing a small-scale, densely distributed, and heavily occluded targets against complex straw substrate backgrounds. Furthermore, these methods frequently struggle to balance the competing requirements of architectural efficiency (such as parameter volume and computational complexity) and real-time performance for edge computing. To address these challenges, this study proposes a YOLO11n-CPDM, a lightweight detection model based on an improved YOLO11n architecture. The model incorporates synergistic optimizations across feature extraction, fusion, and reconstruction. First, a Dual Coordinate Attention Feature Extraction mechanism is integrated into the C3k2 bottleneck blocks of the backbone network. This enhances target perception in complex, occluded environments by concurrently modeling global context and local salient features. Second, within the neck network, the standard attention module is replaced with the PnPNystraAttention module, coupled with the DySample dynamic upsampling operator. This modification strengthens contextual relationships among multi-scale features and improves spatial consistency during reconstruction while preserving linear computational complexity. Finally, the detection head is optimized using MBConv blocks based on an inverted residual structure to minimize parameter volume. Experimental results on a custom V. volvacea dataset demonstrate that the proposed YOLO11n-CPDM model achieves significant performance gains, with Precision (P), Recall (R), and Mean Average Precision (mAP50) reaching 86.8%, 87.5%, and 88.4%, respectively. These figures represent improvements of 2.7, 3.0, and 3.2 percentage points over the baseline YOLO11n model. Additionally, the model size is reduced to 4.8 MB (a 12.7% decrease), while achieving inference speeds of 42.7 FPS on Jetson AGX Orin and 21.2 FPS on Jetson Nano, outperforming the baseline model on both embedded platforms. Consequently, the proposed model effectively enhances detection performance in complex environments while maintaining excellent lightweight characteristics and deployment flexibility, providing a solid technical foundation for intelligent perception and automated harvesting of V. volvacea. Full article

To address the issues of low efficiency, high labor intensity, and susceptibility to damage during the manual harvesting of Volvariella volvacea, a mechanized harvesting device was developed to accommodate the growth characteristics of Volvariella volvacea. Thin-film sensors were used to measure the harvesting force values under both the bending method and the rotating method, incorporating two-finger and three-finger operation modes. The results indicated that the maximum force for the bending method was 4.60 N, while that for the twisting method was 2.91 N (peak values, n = 20 per method). The twisting method required less effort and posed a lower risk of damage. A four-suction-cup flexible end-effector was designed using silicone rubber material and equipped with a rotary cylinder. ANSYS 2022 R1 finite element simulation verified that under an applied force of 8 N, the surface stress on the Volvariella volvacea was less than 1.1489 MPa, meeting low-damage requirements. A Volvariella volvacea harvesting test rig was constructed, and performance tests were conducted. The results showed that the overall harvesting success rate was 96.65%, the damage rate was 2.03%, and the average time per harvest by the end-effector was 5.9 s. This study provides a theoretical foundation and technical support for the mechanized and intelligent harvesting of Volvariella volvacea, and is significant for promoting the high-quality development of the Volvariella volvacea industry. Full article

Returning spent mushroom substrate (SMS) to the field is an effective way to dispose of it. However, given the substantial nutrient consumption associated with Volvariella volvacea SMS, their effects on soil properties and crop performance warrant further investigation. By analyzing the effects of three different application rates of SMS on soil nutrients and lettuce (Lactuca sativa L.) quality, the results showed that the group with 1.5 kg m⁻² SMS addition improved the total nitrogen (+21.2%), and organic content (+27.9%) in soil, and it demonstrated particularly outstanding performance in enhancing the survival rate (+21.9%), average weight (+71.7%), chlorophyll content (+45.6%), and total phenolic content (+25.2%) of lettuce. By comparing the soil microbial communities in the control group, the SMS (1.5 kg m⁻²) treatment group, and the organic fertilizer treatment group, it was found that they were mainly composed of Group S1, S2, and S3 microorganisms, respectively. The microbial community evenness in the treatment groups was greater than that in the control group. Furthermore, the results also revealed that the microbial conversion efficiency of nitrogen and phosphorus in the SMS treatment group was higher than the control group, which promoted nutrient cycling and improved the quality of lettuce. Our analysis provides an environmentally friendly way for Volvariella volvacea SMS disposal. Full article

Background/Objectives: Filamentous basidiomycetes are environmental fungi that rarely cause human infection but are increasingly recognized as opportunistic pathogens, particularly in immunocompromised hosts. However, their clinical epidemiology and antifungal management data remain limited. Methods: We conducted a retrospective study of patients with filamentous basidiomycetes isolated from clinical specimens at King Chulalongkorn Memorial Hospital, Thailand, between 2019 and 2025. Species identification was performed using internal transcribed spacer (ITS) or D1/D2 ribosomal DNA sequencing. Demographic characteristics, clinical features, antifungal management, and outcomes were analyzed. Results: Fourteen patients were identified with a mean age of 61.2 ± 18.3 (29–90), and 71.4% were female. In these patients, pulmonary infection was most common (64.3%), followed by ocular (14.3%), cutaneous (14.3%), and central-line-associated infection (7.1%). Bronchoalveolar lavage was the most frequent specimen (64.3%). ITS/D1D2 sequencing revealed broad species diversity, including Schizophyllum commune (n = 3), Candolleomyces spp. (n = 3), Coprinopsis cinerea, Fomitopsis spp., Geliporus exilisporus, Odontoefibula orientalis, Irpex laceratus, Volvariella volvacea, Deconica coprophila, and Agaricales spp. Antifungal therapy was largely empirical, with voriconazole used most frequently (46.6%). Overall, 85.7% of patients improved, whereas 14.3% did not respond clinically. Conclusions: Emerging filamentous basidiomycetes demonstrate substantial species diversity and pose ongoing diagnostic and antifungal management challenges. The absence of standardized susceptibility testing and clinical breakpoints may contribute to therapeutic uncertainty and challenges in antifungal selection. Integrating molecular diagnostics into routine clinical workflows may enhance antifungal stewardship in rare mold infections. Full article

Cold-active cellulases are highly desirable for temperature-sensitive biomass valorization and food processing, yet they remain scarce in conventional industrial fungal platforms. In this study, a novel cold-induced cellobiohydrolase, VvCBHI-II, was mined from the mushroom Volvariella volvacea and successfully engineered into the industrial workhorse Trichoderma reesei via site-specific homologous replacement. Structural homology modeling revealed that the substitution of the flexible B3 loop with a β-sheet creates a more open substrate-binding cleft in VvCBHI-II. Consequently, the purified VvCBHI-II exhibited robust endoglucanase-like characteristics with superior catalytic efficiency on amorphous cellulose. At 10 °C, the engineered cellulase complex demonstrated an 8.1-fold increase in filter paper activity compared to the wild-type strain. Mechanistic structural analyses indicated that the open cleft architecture elongates and weakens the hydrogen-bonding network with the cellobiose product, facilitating rapid product dissociation and alleviating severe cold-induced product inhibition. In practical applications, the engineered cold-active enzyme complex exhibited an exceptional saccharification capacity on natural pear pomace at 10 °C. Furthermore, when applied to simulated fruit juice processing, it significantly maximized the extraction yield, elevated the sweetness response, and substantially mitigated undesirable bitterness and astringency. This study elucidates the structural-functional paradigm of cold-adapted cellobiohydrolases and provides a promising strategy for formulating highly efficient, energy-saving biocatalysts for the food and biorefinery industries. Full article

This study investigated the preservative effect and molecular mechanism of cold-air pre-cooling (CAP) combined with storage at 15 °C/85% relative humidity on Volvariella volvacea. CAP significantly reduced weight loss and browning, maintained moderate respiratory intensity, minimised malondialdehyde accumulation and polyphenol oxidase activity, and preserved higher firmness and soluble-protein content, extending the shelf life by 4 d. An analysis of energy metabolism indices revealed that CAP increased mitochondrial quantity, membrane potential, and ATP content. Specifically, CAP restricted the tricarboxylic acid (TCA) cycle rate by downregulating the activities of succinate dehydrogenase, isocitrate dehydrogenase, and citrate synthase. Additionally, CAP prevented the peak activation of respiratory complex I, while sustaining optimal activity of complexes III and IV, thereby stabilising intracellular ATP levels. Transcriptomic analysis further indicated that CAP suppressed the activity of the TCA cycle and oxidative phosphorylation pathways during postharvest storage. Quantitative real-time PCR (qPCR) validated the downregulation of genes associated with respiratory complexes after CAP treatment. In conclusion, CAP maintained the postharvest quality of V. volvacea by preserving energy metabolism homeostasis, providing a theoretical basis for its application in edible mushroom preservation. Full article

Mushrooms are among the most important indoor-grown horticultural cash crops. Recent increases in consumption are driven by shifts toward healthier diets and a growing vegan population. Mushroom spawn is one of key factors that influence consistency, quality, and the yield of mushrooms. Many studies of mushroom spawn have been published but the performance of mushroom spawn under different conditions has not been summarised. Comprehensive literature searches were conducted to identify the effects of spawn on biological efficiency, and 40 publications were included in this systematic review. Most of the studies were conducted on oyster mushroom (Pleurotus spp.), and grain spawn was popularly used when studying mushroom. Spawn type and rate were demonstrated to affect mycelium growth, which directly influenced mushroom yield. The use of liquid spawn increased mycelium growth, reduced spawn running time, and enhanced mushroom yield. Most studied cases used spawn rates of 3–5% and the biological yield efficiency (BE) of Pleurotus spp. was varied from 5.18 to 173.38% if using grain spawn. The BEs of Hericicum erinacea and Volvariella volvacea inoculated with grain spawn were lower at 22.3–44.4% and 9.42–15.79%, respectively. Recently developed stick and block spawn types seem to be promising spawn with a BE ranging from 68.65 to 70.94%. Full article

Agriculture in semi-arid regions faces increasing challenges from temperature extremes and moisture stress, necessitating climate-smart and resource-efficient production systems. This study examined maize–mushroom intercropping as a climate-smart strategy for semi-arid regions. Field experiments conducted at Tamil Nadu Agricultural University evaluated four maize planting geometries, with and without mulch, in 2022. Results showed that close-maize spacing (45 × 25 cm) with mulch moderated temperature, increased humidity, and improved mushroom yield and biological efficiency. The treatment achieved a land equivalent ratio above one, indicating superior land use efficiency. Optimal microclimatic conditions (26–33 °C; 80–98% RH) enhanced paddy straw mushroom growth, demonstrating that simple field-level modifications can stabilize microclimate and promote resilient farming in semi-arid ecosystems. Full article

Volvariella volvacea were grown on an abandoned cotton-based substrate, which was divided into two conditions: a group with added nutrients (N3P3) and a control group (CK). Using metagenomic sequencing technology, the study investigated the effect of nutrient addition during the growth process of V. volvacea on the microbial community and metabolic pathways of the substrate. The study found that the main bacteria in the N3P3 group were Proteus and Microsporidium, while in the CK group, Bacillus marinosus and Microsporidium globosa were more common. At all stages of V. volvacea growth, Proteobacteria and Firmicutes dominated. Metabolic function analysis showed that the N3P3 group significantly increased amino acid metabolism, nitrogen metabolism, genetic information processing, and cellular processes, while reducing the contents of pathogenic and saprophytic symbiotic fungi. Nitrogen metabolism, phosphorus metabolism, and carbon metabolism were closely related to the growth of V. volvacea, and nutrient addition significantly improved microbial community diversity and metabolic levels, which can be used as a substrate optimization formula. This is of great significance for the development of sustainable agriculture. Full article

Volvariella volvacea, the Chinese mushroom, is a high-temperature grass-rot fungus with great production potential, yet its low yield limits industrial development. Exogenous sodium acetate (NaAc) has been shown to increase yield by promoting indole-3-acetic acid (IAA) synthesis during the primordium stage, but the underlying mechanism remains unclear. In this study, the aldehyde dehydrogenase gene VvALDH, highly expressed at the primordium stage, was cloned and functionally characterized. VvALDH encodes a 1509 bp cDNA with a conserved aldehyde dehydrogenase domain. Using Agrobacterium-mediated transformation, overexpression lines showed a 4.76-fold increase in VvALDH expression, accompanied by higher biomass (38%), yield (83%), and IAA content (34%), while RNAi lines showed opposite trends. These results demonstrate that VvALDH promotes IAA biosynthesis, enhances primordium differentiation, and increases yield. Further analysis revealed its involvement in multiple IAA biosynthetic pathways, including indolepyruvate, tryptamine, and tryptophan side-chain oxidase pathways. This work clarifies the molecular basis of NaAc-mediated yield improvement and provides a theoretical foundation for genetic and cultivation strategies in V. volvacea. Full article

Mushroom residue (MR) is extensively produced during the industrialized cultivation of mushrooms, and its utilization is environmentally sustainable. Cotton hull waste (CW) serves as a common raw material for the cultivation of Volvariella volvacea in China. This study compared MR- and CW-based cultivation formulas with respect to their physicochemical characteristics, bacterial communities, and functional dynamics during substrate fermentation (composting). Xylanase production was greater in the MR formula than in the CW formula. Conversely, cellulase (CMCase) was generated at higher levels in the CW formula compared to the MR formula. Interestingly, the biological efficiency of MR was found to be comparable to that of CW, but the cost of MR was much lower. The dynamics of bacterial communities and their associated metabolic functions during substrate fermentation were monitored using 16S rRNA metagenomics techniques. Significant alterations in bacterial community structure were observed within both formulas throughout the preparation phase. Indicator species analysis revealed distinct patterns of bacterial diversity development between MR- and CW-based composts during fermentation. Metabolic function analysis indicated that carbohydrate and amino acid metabolism remained relatively active throughout this process. These results suggest that the MR formula is equally effective as conventional CW compost for supporting V. volvacea cultivation, while also offering a lower raw material cost. Full article

Volvariella volvacea, a fungal species of Volvariella within the Pluteaceae family, is predominantly cultivated in southern China. Polysaccharides, the primary bioactive constituents of V. volvacea, exhibit diverse pharmacological activities. However, current cultivation practices face challenges due to the genetic heterogeneity of strains, leading to inconsistent content and compositional variability of polysaccharides and other functional components. ARTP, denoting atmospheric and room-temperature plasma, is a technology capable of generating plasma jets at ambient pressure with temperatures ranging from 25 to 40 °C. These jets feature high concentrations of highly reactive species, including but not limited to excited-state helium atoms, oxygen atoms, nitrogen atoms, and OH radicals. This study aims to develop high-yielding exopolysaccharide (EPS) strains through integrated ARTP mutagenesis and genome shuffling, thereby overcoming current cultivation bottlenecks. ARTP mutagenesis and genome shuffling significantly boosted EPS production in V. volvacea. ARTP generated nine stable mutants with >20% higher EPS yields. Subsequent genome shuffling (three rounds of protoplast fusion) produced the hybrid strain SL212, which achieved 46.85 g/L of EPS, an 111.67% increase over that of the parent strain under identical conditions. Metabolomics and transcriptomics analyses revealed that differential metabolites and genes were mainly enriched in galactose metabolism, ABC transporter pathways, and the tricarboxylic acid cycle. These pathways enhance monosaccharide biosynthesis and generate ATP, providing both precursors and energy for polysaccharide polymerization, thereby driving EPS overproduction. Preliminary mechanistic analysis identified the key contributing factors driving the elevated polysaccharide biosynthesis. Full article

Cotton waste, a growth medium for Volvariella volvacea, has significant commercial and nutritional value. Under controlled environmental conditions, substrate nutrient composition and microorganisms affect the growth of V. volvacea. In this study, the changes in the nutrient content of the substrate at different stages of fruiting body development were compared based on an 86% waste cotton substrate, and microbial diversity was studied via 16S rRNA analysis. The results indicated that there were significant differences in nutrient content in the substrate at different stages of fruiting body development. The total contents of carbon, nitrogen, and phosphorus initially increased but then decreased due to nutrient absorption and utilization by V. volvacea. It was also found that large amounts of organic nitrogen decomposed into more readily utilizable inorganic nitrogen. The nutritional content and microbial community structure of the substrate during the egg stage significantly differed from those during the other four stages, making the egg stage the most critical period in cultivation. Through correlation analysis between nutrient content and microbial differences, it was found that differential microbial taxa (Beijerinckiaceae, Burkholderiales, Chitinophaga jiangningensis, etc.) with nitrogen fixation, denitrification, and cellulose decomposition functions were significantly related to carbon- and nitrogen-related indicators such as nitrate nitrogen, microbial biomass carbon, and alkali-hydrolyzed nitrogen. These microorganisms play important roles in determining the variation in the nutritional profile of the substrate. This study provides a theoretical basis for promoting the absorption and utilization of nutrients by V. volvacea by altering the structure of the microbial community of the growth substrate. Full article

Volvariella volvacea endoglucanase EG1 was used to treat bleached softwood kraft pulp (BSKP) and hardwood pulp (BHKP) to improve the refinability and physical strength, as well as to reduce vessel picking in Eucalyptus pulp. The results indicated that BSKP was treated with an enzyme dosage of 3 U/g for 2 h at 12,000 refining revolutions, which increased the tensile index from 71.4 N·m/g to 86.7 N·m/g. For BHKP, treatment with 10 U/g of EG1 for 2 h at 15,000 refining revolutions improved the tensile index from the control of 47.7 N·m/g to 56.9 N·m/g. Vessel-removed and vessel-enriched fractions of Eucalyptus pulp were obtained by screening and treated with EG1, respectively. It was found that EG1-assisted refining increased the physical strength and surface strength of both pulp fractions, and the latter improved even more, with increases of 22.4% and 160%, respectively. Full article

This study investigated the hepatoprotective mechanisms of Volvariella volvacea fruiting body polypeptide (VVFP, 1–3 kDa) against acute alcohol-induced liver injury using multi-omics approaches. Male ICR mice pretreated with VVFP (100–400 mg/kg) showed significantly prolonged alcohol tolerance latency (p < 0.05) and accelerated sobriety recovery compared to controls. Integrated transcriptomics and metabolomics revealed VVFP’s dual regulatory effects: (1) transcriptional regulation of 36 endoplasmic reticulum stress genes (e.g., ERP57, Derl) through protein processing pathways (KEGG:04141), and (2) metabolic modulation of 23 hepatic metabolites, particularly phosphatidylcholines and organic acids, via amino acid biosynthesis and glycerophospholipid metabolism. Cross-omics analysis identified eight coregulated genes (Got1, Arg2, Srm, etc.) interacting with key metabolites (4-guanidinobutyric acid, GABA) through linoleic acid metabolism. These findings demonstrate VVFP’s therapeutic potential as a functional food ingredient by highlighting its ability to simultaneously target hepatic stress responses and metabolic homeostasis during alcohol detoxification. Full article