Short-term forecasting of vegetable prices based on LSTM model-Evidence from Beijing's vegetable data.

The vegetable sector is a vital pillar of society and an indispensable part of the national economic structure. As a significant segment of the agricultural market, accurately forecasting vegetable prices holds significant importance. Vegetable market pricing is subject to a myriad of complex influences, resulting in nonlinear patterns that conventional time series methodologies often struggle to decode. In this paper, we exploit the average daily price data of six distinct types of vegetables sourced from seven key wholesale markets in Beijing, spanning from 2009 to 2023. Upon training an LSTM model, we discovered that it exhibited exceptional performance on the test dataset. Demonstrating robust predictive performance across various vegetable categories, the LSTM model shows commendable generalization abilities. Moreover, LSTM model has a higher accuracy compared to several machine learning methods, including CNN-based time series forecasting approaches. With R2 score of 0.958 and MAE of 0.143, our LSTM model registers an enhancement of over 5% in forecast accuracy relative to conventional machine learning counterparts. Therefore, by predicting vegetable prices for the upcoming week, we envision this LSTM model application in real-world settings to aid growers, consumers, and policymakers in facilitating informed decision-making. The insights derived from this forecasting research could augment market transparency and optimize supply chain management. Furthermore, it contributes to the market stability and the balance of supply and demand, offering a valuable reference for the sustainable development of the vegetable industry.

[miR-100-5p is involved in non-traumatic osteonecrosis of the femoral head by inhibiting the migration and osteogenic differentiation of BMSCs].

Objective To investigate the role of miR-100-5p in the pathogenesis of non-traumatic osteonecrosis of the femoral head (NONFH). Methods The miRNA expression in patients with NONFH was detected by real-time quantitative PCR, the high expression of miR-100-5p in femoral head tissues of the patients determined. Rat bone marrow mesenchymal stem cells (rBMSCs) were cultured and divided into 5 groups: blank control group, dexamethasone treatment group (treated with dexamethasone for 3 days), miR-NC group (transfected with miR-NC), agomiR-100-5p group (overexpression of miR-100-5p), and antagomiR-100-5p group (transfected with miR-100-5p antagonist). The mRNA expression levels of miR-100-5p, alkaline phosphatase (ALP), Runt-associated transcription factor 2 (RUNX2), and collagen type I (Col1) were detected by real-time quantitative PCR. The protein expressions of ALP, RUNX2, Col1, and bone morphogenetic protein receptor 2 (BMPR2) were detected by Western blotting. The effect of miR-100-5p on the migration ability of rBMSCs was evaluated by scratch healing assay. And the effect of miR-100-5p on osteogenic differentiation ability of rBMSCs was investigated by alizarin red staining. Results miR-100-5p was significantly upregulated in the femoral head bone tissue of NONFH patients compared with normal femoral head bone tissue. Compared with those in the normal rBMSCs, the expression of miR-100-5p in rBMSCs treated with 20 µmol/L of dexamethasone was up-regulated. The upregulation of miR-100-5p in rBMSCs reduced the expressions of ALP, RUNX2, Col1, and BMPR2, and inhibited the osteogenic differentiation and migration abilities of rBMSCs. Conclusion The expression of miR-100-5p is elevated in bone tissues of NONFH patients and in rBMSCs treated with 20 µmol/L of dexamethasone. The up-regulated miR-100-5p may be involved in the pathogenesis of NONFH by inhibiting the migration and osteogenic differentiation of rBMSCs.

CD41-deficient exosomes from non-traumatic femoral head necrosis tissues impair osteogenic differentiation and migration of mesenchymal stem cells.

Non-traumatic osteonecrosis of the femoral head (ONFH) is clinically a devastating and progressive disease without an effective treatment. Mesenchymal stem cells (MSCs) transplantation has been used to treat ONFH in early stage, but the failure rate of this therapy is high due to the reduced osteogenic differentiation and migration of the transplanted MSCs related with pathological bone tissues. However, the mechanism responsible for this decrease is still unclear. Therefore, we assume that the implanted MSCs might be influenced by signals delivered from pathological bone tissue, where the exosomes might play a critical role in this delivery. This study showed that exosomes from ONFH bone tissues (ONFH-exos) were able to induce GC-induced ONFH-like damage, in vivo and impair osteogenic differentiation and migration of MSCs, in vitro. Then, we analyzed the differentially expressed proteins (DEPs) in ONFH-exos using proteomic technology and identified 842 differentially expressed proteins (DEPs). On the basis of gene ontology (GO) enrichment analysis of DEPs, fold-changes and previous report, cell adhesion-related CD41 (integrin α2b) was selected for further investigation. Our study showed that the CD41 (integrin α2b) was distinctly decreased in ONFH-exos, compared to NOR-exos, and downregulation of CD41 could impair osteogenic differentiation and migration of the MSCs, where CD41-integrin ß3-FAK-Akt-Runx2 pathway was involved. Finally, our study further suggested that CD41-affluent NOR-exos could restore the glucocorticoid-induced decline of osteogenic differentiation and migration in MSCs, and prevent GC-induced ONFH-like damage in rat models. Taken together, our study results revealed that in the progress of ONFH, exosomes from the pathological bone brought about the failure of MSCs repairing the necrotic bone for lack of some critical proteins, like integrin CD41, and prompted the progression of experimentally induced ONFH-like status in the rat. CD41 could be considered as the target of early diagnosis and therapy in ONFH.

[Progranulin aggravates postmenopausal osteoporosis in ovariectomized mice].

Objective To investigate the effect of progranulin (PGRN) on osteoporosis in ovariectomized mice. Methods PGRN-knockout (PGRN-/-) and wild-type mice were ovariectomized to induce postmenopausal osteoporosis models. Next, the bone tissues in all mice were scanned by Micro-CT and three-dimensional reconstruction was performed to detect the micro-structure, followed by trabecula data analysis. The morphology and osteoclasts in the bone tissues of PGRN-/- and wild-type mice were observed by HE staining and TRAP staining, respectively. The expression of receptor activator for nuclear factor-κB ligand (RANKL), tumor necrosis factor α (TNF-α) and P65 were detected by immunohistochemistry. The expression of TRAP mRNA in the mice was measured using fluorescence quantitative PCR and the protein expression of MMP9, MMP14, P65 was detected by Western blot analysis. Results Bone mineral density (BMD), bone volume fraction (BV/TV), trabecular number (Tb.N) and trabecular thickness (Tb.Th) in the PGRN-/- group were significantly higher than those in the wild-type group, while the trabecular separation (Tb.S) in the PGRN-/- group was in the contrary. The degree of osteoporosis was less severe and number of osteoclasts in the PGRN-/- mice were reduced, likewise, RANKL, TNF-α, MMP9, MMP14 and P65 as well as TRAP mRNA were down-regulated in the PGRN-/- group compared with the wild-type group. Conclusion PGRN aggravates the postmenopausal osteoporosis in ovariectomized mice.