A Novel Deep Learning Model for Accurate Pest Detection and Edge Computing Deployment

In this work, an attention-mechanism-enhanced method based on a single-stage object detection model was proposed and implemented for the problem of rice pest detection. A multi-scale feature fusion network was first constructed to improve the model's predictive accuracy when dealing with pests of different scales. Attention mechanisms were then introduced to enable the model to focus more on the pest areas in the images, significantly enhancing the model's performance. Additionally, a small knowledge distillation network was designed for edge computing scenarios, achieving a high inference speed while maintaining a high accuracy. Experimental verification on the IDADP dataset shows that the model outperforms current state-of-the-art object detection models in terms of precision, recall, accuracy, mAP, and FPS. Specifically, a mAP of 87.5% and an FPS value of 56 were achieved, significantly outperforming other comparative models. These results sufficiently demonstrate the effectiveness and superiority of the proposed method.

Efficacy and safety of risedronate 150-mg once a month in the treatment of postmenopausal osteoporosis: 2-year data

This study showed that risedronate 150-mg once a month provides similar efficacy and safety at 2 years compared with risedronate 5-mg daily for the treatment of postmenopausal osteoporosis. This adds to the range of risedronate dosing options and provides an alternative for patients who prefer once-a-month dosing.

INTRODUCTION

Risedronate is effective in the treatment of postmenopausal osteoporosis in oral daily, weekly, or on two consecutive days per month doses. This 2-year randomized, double-blind, multicenter study assesses the efficacy and safety of a single risedronate 150-mg once-a-month oral dose compared with the 5-mg daily regimen.

METHODS

Women with postmenopausal osteoporosis were randomly assigned to receive risedronate 5-mg daily (n = 642) or 150-mg once a month (n = 650) for 2 years. Bone mineral density (BMD), bone turnover markers, new vertebral fractures, and adverse events were evaluated. The primary efficacy endpoint was the mean percent change from baseline in lumbar spine BMD after 1 year.

RESULTS

Four hundred ninety-eight subjects in the daily group (77.6 %) and 513 subjects in the once-a-month group (78.9 %) completed the study. After 24 months, the mean percent change in lumbar spine BMD was 3.9 % (95 % confidence interval [CI], 3.43 to 4.42 %) and 4.2 % (95 % CI, 3.68 to 4.65 %) in the daily and once-a-month groups, respectively. The once-a-month regimen was determined to be non-inferior to the daily regimen. The mean percent changes in BMD at the hip were similar in both dose groups, as were changes in biochemical markers of bone turnover. The incidence of adverse events, adverse events leading to withdrawal, and upper gastrointestinal tract adverse events were similar in the two treatment groups.

CONCLUSIONS

After 2 years, treatment with risedronate 150-mg once a month provided similar efficacy and tolerability to daily dosing and provides an alternative for patients who prefer once-a-month oral dosing.

Treatment with denosumab reduces the incidence of new vertebral and hip fractures in postmenopausal women at high risk

CONTEXT

The FREEDOM (Fracture REduction Evaluation of Denosumab in Osteoporosis every 6 Months) trial showed denosumab significantly reduced the risk of fractures in postmenopausal women with osteoporosis.

OBJECTIVE

We evaluated the effect of denosumab on the incidence of new vertebral and hip fractures in subgroups of women at higher risk for these fractures.

DESIGN

FREEDOM was a 3-yr, randomized, double-blind, placebo-controlled, phase 3 trial.

PARTICIPANTS AND SETTING

Postmenopausal women (N = 7808) with osteoporosis were enrolled at 213 study sites worldwide.

INTERVENTIONS

Subjects received s.c. denosumab (60 mg) or placebo every 6 months and daily supplements of calcium (≥1000 mg) and vitamin D (≥400 IU).

MAIN OUTCOME MEASURES

This post hoc analysis evaluated fracture incidence in women with known risk factors for fractures including multiple and/or moderate or severe prevalent vertebral fractures, aged 75 yr or older, and/or femoral neck bone mineral density T-score of -2.5 or less.

RESULTS

Compared with placebo, denosumab significantly reduced the risk of new vertebral fractures in women with multiple and/or severe prevalent vertebral fractures (16.6% placebo vs. 7.5% denosumab; P < 0.001). Similarly, denosumab significantly reduced the risk of hip fractures in subjects aged 75 yr or older (2.3% placebo vs. 0.9% denosumab; P < 0.01) or with a baseline femoral neck bone mineral density T-score of -2.5 or less (2.8% placebo vs. 1.4% denosumab; P = 0.02). These risk reductions in higher-risk individuals were consistent with those seen in patients at lower risk of fracture.

CONCLUSIONS

Denosumab reduced the incidence of new vertebral and hip fractures in postmenopausal women with osteoporosis at higher risk for fracture. These results highlight the consistent antifracture efficacy of denosumab in patients with varying degrees of fracture risk.

Effect of once-yearly zoledronic acid on the spine and hip as measured by quantitative computed tomography: results of the HORIZON Pivotal Fracture Trial

Changes in bone mineral density and bone strength following treatment with zoledronic acid (ZOL) were measured by quantitative computed analysis (QCT) or dual-energy X-ray absorptiometry (DXA). ZOL treatment increased spine and hip BMD vs placebo, assessed by QCT and DXA. Changes in trabecular bone resulted in increased bone strength.

INTRODUCTION

To investigate bone mineral density (BMD) changes in trabecular and cortical bone, estimated by quantitative computed analysis (QCT) or dual-energy X-ray absorptiometry (DXA), and whether zoledronic acid 5 mg (ZOL) affects bone strength.

METHODS

In 233 women from a randomized, controlled trial of once-yearly ZOL, lumbar spine, total hip, femoral neck, and trochanter were assessed by DXA and QCT (baseline, Month 36). Mean percentage changes from baseline and between-treatment differences (ZOL vs placebo, t-test) were evaluated.

RESULTS

Mean between-treatment differences for lumbar spine BMD were significant by DXA (7.0%, p < 0.01) and QCT (5.7%, p < 0.0001). Between-treatment differences were significant for trabecular spine (p = 0.0017) [non-parametric test], trabecular trochanter (10.7%, p < 0.0001), total hip (10.8%, p < 0.0001), and compressive strength indices at femoral neck (8.6%, p = 0.0001), and trochanter (14.1%, p < 0.0001).

CONCLUSIONS

Once-yearly ZOL increased hip and spine BMD vs placebo, assessed by QCT vs DXA. Changes in trabecular bone resulted in increased indices of compressive strength.

Physicochemical and sorption characteristics of Malaysian Ceiba pentandra (L.) Gaertn. as a natural oil sorbent

Ceiba pentandra (L.) Gaertn (kapok) is a natural sorbent that exhibits excellent hydrophobic-oleophilic characteristics. The effect of packing density, the oil types and solvent treatment on the sorption characteristics of kapok was studied in a batch system. Oil sorption capacity, retention capacity, entrapment stability and kapok reusability were evaluated. Based on SEM and FTIR analyses, kapok fiber was shown to be a lignocellulosic material with hydrophobic waxy coating over the hollow structures. Higher packing density at 0.08 g/ml showed lower sorption capacity, but higher percentage of dynamic oil retention, with only 1% of oil drained out from the test cell. Kapok remained stable after fifteen cycles of reuse with only 30% of sorption capacity reduction. The oil entrapment stability at 0.08 g/ml packing was high with more than 90% of diesel and used engine oil retained after horizontal shaking. After 8h of chloroform and alkali treatment, 2.1% and 26.3% reduction in sorption capacity were observed, respectively, as compared to the raw kapok. The rigid hollow structure was reduced to flattened-like structure after alkali treatment, though no major structural difference was observed after chloroform treatment. Malaysian kapok has shown great potential as an effective natural oil sorbent, owing to high sorption and retention capacity, structural stability and high reusability.

Monthly dosing of 75 mg risedronate on 2 consecutive days a month: efficacy and safety results

Postmenopausal women with osteoporosis received 75 mg risedronate on two consecutive days each month or 5 mg daily for 12 months. Changes in bone mineral density and bone turnover markers were similar between treatments. Risedronate 75 mg twice monthly was effective and safe suggesting a new, convenient dosing schedule.

INTRODUCTION

Patients perceive less frequent dosing as being more convenient. This 2-year trial evaluates the efficacy and safety of a new monthly oral regimen of risedronate; 1 year results are presented here.

METHODS

Postmenopausal women with osteoporosis (n = 1229) were randomly assigned to double-blind treatment with 75 mg risedronate on two consecutive days each month (2CDM), or 5 mg daily. The primary endpoint was the percent change from baseline in lumbar spine (LS) bone mineral density (BMD) at month 12. Secondary efficacy was evaluated by mean percent changes from baseline in BMD in LS, total hip, trochanter, and femoral neck, and bone turnover markers (BTMs).

RESULTS

Risedronate 75 mg 2CDM was non-inferior to 5 mg daily (treatment difference 0.21; 95% CI -0.19 to 0.62). Mean percent change in LS-BMD was 3.4% +/- 0.16 and 3.6% +/- 0.15 respectively. Mean percent changes in BMD and BTMs were significant and similar for both treatment groups. New vertebral fractures occurred in 1% of subjects with either treatment. Both treatments were generally well tolerated and safe.

CONCLUSIONS

Risedronate 75 mg 2CDM was non-inferior in efficacy and did not show a difference in safety vs. 5 mg daily after 12 months, leading to a similar benefit.

[Clinical study of a new expander with an agent delivery system and the effect of a chemical agent on tissue expansion]

OBJECTIVE

To search for a method to enhance tissue expansion.

METHOD

A new type of expander with an agent delivery system was used to expand soft tissue in 15 patients. During expansion Papaverine was delivered through the delivery system into the tissue around the expanders.

RESULTS

It took 26 days to expand to the anticipated volume in the new expansion method group (NEM) and 51 days in the general expansion method group (GEM) (P < 0.01). Before operation the NEM group was over-expanded by 92.4% while the GEM group was over-expanded by 27.12%. At full expansion the blood flow of the expanded area of the two groups was 1.27 (NEM) and 0.64 (GEM). The immediate skin retraction of the two groups was 20.17% (NEM) and 38.26% (GEM).

CONCLUSION

The new expansion method can accelerate expansion speed and improve the quality of expanded skin and flap.

[New spine and non-spine fractures in 871 women/year treated with oral pamidronate plus calcium and vitamin D supplements]

A sample of 871.3 patients/year was conformed by 205 postmenopausal women, aged 64.8 +/- 18.2 years (mean +/- SD), followed up during 51 +/- 12 months. All have osteoporosis, diagnosis assessed through radiological findings of at least one atraumatic fracture or vertebral crush ("severe osteoporosis" according to the new WHO classification). Each woman received 100 mg/day oral pamidronate (enteric coated soft gelatin capsules), half an hour before breakfast. Additional calcium and vitamin D were supplemented as follows: Total daily calcium = 1 g provided by diet and/or calcium carbonate. Vitamin D equivalent to 400-1200 IU/day. All patients were recommended to improve their physical activity, at least by walking exercise. Clinical examination radiological, bone mineral density (BMD) and biochemical studies were periodically performed. But, fracture indicence was the end-point of the study. Same was related to the 1,673 fall episodes recorded in the sample. In addition, height loss, lumbar BMD, proximal femur BMD, are also reported. Data has been cross-sectional collected in March 1995. All patients improved the symptomatology, specifically pain. This, and the good tolerability of the treatments proved to be considerably favorable for their compliance. Within the observation period, only 12 patients decreased their height (5.85%; mean = 0.85 cm; range = 0.5-2.0 cm). Lumbar spine BMD increased in 90% of 48 women. Mean gain after 2 years was 5.3 +/- 1.0% (p < 0.001). Proximal femur increased in 78% of other 32 women. Mean gain 6.3 +/- 0.7% (p < 0.001) after 2 years. A total of 78 new fractures were recorded, 47 vertebral crush, 29 forearm fractures and 2 hip fractures. Its incidence related to the fall episodes was of 2.8; 1.7 and 0.12% respectively. When compared with a historical estimated data, from an untreated population (Cummings SR et al, 1994), both, the total number of new fractures and the new hip fractures were significantly lower (p < 0.01) in our treated population than the reference data. Pamidronate, in oral doses of 100 mg/day, adequately supplemented with calcium and vitamin D, proved to be effective and a well tolerated therapy. The low rate of height's loss, BMD significant increases in subgroups of patients and the low rate of new fractures, strongly support the use of the compound to treat severe osteoporotic women. To our knowledge, this is the first time, that the new fracture incidence is related to the fall frequency reported in a bisphosphonate treated sample.

Enhanced expression of hepatic acyl-coenzyme A synthetase and microsomal triglyceride transfer protein messenger RNAs in the obese and hypertriglyceridemic rat with visceral fat accumulation

The liver plays a central role in lipoprotein metabolism. In particular, very-low density lipoprotein (VLDL) is assembled in the hepatocytes and secreted into the blood circulation. The VLDL is then catabolized to low-density lipoprotein by lipoprotein lipase and hepatic triglyceride lipase. Obese subjects, especially those with visceral fat accumulation, are frequently associated with hyperlipidemia, non-insulin-dependent diabetes mellitus (NIDDM), and hypertension. The mechanism of hyperlipidemia in visceral fat obesity has not yet been elucidated. Otsuka Long-Evans Tokushima Fatty (OLETF) rat is an animal model of NIDDM, characterized by obesity with visceral fat accumulation, hyperlipidemia, and late-onset insulin resistance. To elucidate the mechanism of hyperlipidemia observed in OLETF rats, we focused on the production of VLDL by the liver and investigated hepatic messenger RNA (mRNA) levels of microsomal triglyceride transfer protein (MTP), acyl-coenzyme A synthetase (ACS), and apolipoprotein B (apo B), which play important roles in VLDL synthesis and secretion. In 6-week-old OLETF rats, in which insulin resistance had not been manifested, visceral fat weight was already higher and portal free fatty acid (FFA) and VLDL-triglyceride levels were elevated compared with the control rats. Hepatic ACS activity and mRNA levels, and MTP mRNA levels were also increased in OLETF rats, whereas apo B mRNA levels were similar; these results suggest that the enhanced expression of both ACS and MTP genes associated with visceral fat accumulation before developing insulin resistance may be involved in the pathogenesis of hyperlipidemia in obese animal models with NIDDM.

Improving effect of carteolol on bodyweight and carbohydrate and lipid metabolic responses in the OLETF rat

1. Carteolol, a non-selective beta-blocker with intrinsic sympathomimetic activity, admixed in a pellet diet was administered to Otsuka Long-Evans Tokushima Fatty (OLETF) rats, an animal model of spontaneous non-insulin-dependent diabetes mellitus with mild obesity. A high dose of carteolol (0.02%) suppressed bodyweight gain without affecting food and water consumption until the appearance of glycosuria. Carteolol tended to reduce the cumulative incidence of glycosuria at 26 weeks after the beginning of administration (55, 17 and 25% in control rats, and in rats fed a low (0.002%) and high dose of carteolol, respectively). 2. At the 26th week of administration, the high dose of carteolol decreased visceral fat weight, such as that of retroperitoneal and epididymal adipose tissue, whereas the liver and the kidney were not affected. 3. Although plasma glucose and triglyceride levels in non-fasted rats were elevated with age, carteolol tended to delay the increases in those parameters. Carteolol suppressed the increase in plasma glucose levels, which indicate the diabetic pattern, in a 25th week oral glucose tolerance test. 4. These findings indicate that carteolol induces improvements in bodyweight and carbohydrate and lipid metabolism in an obese condition. Consequently, carteolol may be useful for the treatment of hypertension with obesity in order to prevent cardiovascular events.

In vitro association of the phosphatidylinositol 3-kinase regulatory subunit (p85) with the human insulin receptor

The insulin receptor, as a consequence of ligand binding, undergoes autophosphorylation of critical tyrosyl residues within the cytoplasmic portion of its beta-subunit. The 85 kDa regulatory subunit of phosphatidylinositol (PI) 3-kinase (p85), an SH2 domain protein, has been implicated as a regulatory molecule in the insulin signal transduction pathway. For the present study, glutathione S-transferase (GST) fusion proteins of p85 SH2 domains were used to determine if such motifs associate directly with the autophosphorylated human insulin receptor. The p85 N + C (amino plus carboxyl) SH2 domains were demonstrated to associate with the autophosphorylated beta-subunit, while neither the GTPase activator protein (GAP) N SH2 domain nor the phospholipase C-gamma 1 (PLC gamma 1) N + C SH2 domains exhibited measurable affinity for the activated receptor. The p85 N SH2 domain demonstrated weak association with the insulin receptor, while the p85 C SH2 domain alone formed no detectable complexes with the insulin receptor. The association of p85 N + C SH2 domains with the autophosphorylated receptor was competed efficiently by a 15-residue tyrosine-phosphorylated peptide corresponding to the carboxyl-terminal region of the insulin receptor, but not by phosphopeptides of similar length derived from the juxtamembrane or regulatory regions. The insulin receptor C domain phosphopeptide inhibited the p85 N + C SH2 domain-insulin receptor complex with an IC0.5 of 2.3 +/- 0.35 microM, whereas a 10-residue phosphopeptide derived from the insulin receptor substrate 1 (IRS-1) competed with an IC0.5 of 0.54 +/- 0.10 microM. These results demonstrate that, in vitro, there is an association between the p85 regulatory protein and the carboxyl-terminal region of the activated insulin receptor that requires the presence of both the N and C SH2 domains. Furthermore, formation of the p85/insulin receptor complex may lead to signaling pathways independent of IRS-1.