PHYTOCHEMICAL SCREENING, ANTIOXIDANT PROPERTIES IN VARIOUS EXTRACTS FROM THE LEAVES OF FLAGELLARIA INDICA L. FROM SABAH, MALAYSIA

Objective: This study was conducted to evaluate the antioxidant capacities of the leaves of Flagellaria indica L. (FI) and its phytochemical constituents in six different extracts.Methods: The assessment was done via a 2,2-diphenyl-1-picryl hydrazyl (DPPH) radical scavenging assay for the antioxidant test, the Folin-ciocalteau method for total phenolic content, Willet's method for total flavonoid content and several other qualitative phytochemical tests carried out on all extracts.Results: The results show the highest values of radical scavenging in the following order of extracts: butanol>ethyl acetate>aqueous>chloroform>methanol>hexane. The total phenolic content is the highest in the ethyl acetate (e. acetate) extract (153.28 mg/g) followed by butanol (134.78 mg/g), aqueous extract (65.88 mg/g), chloroform (55.28 mg/g), methanol (45.98 mg/g) and hexane (22.78 mg/g), expressed as gallic acid equivalents. The total flavonoids content was also the highest in e. acetate extract (38.96 mg/g) followed by butanol (28.45 mg/g), aqueous (21.18 mg/g), chloroform (12.9 mg/g), methanol (10.78 mg/g) and hexane extract (4.92 mg/g) using cathechin equivalents.Conclusion: The antioxidant and radical scavenging activities of FI might be due to the strong presence of phenolic constituents, flavonoids and several other bioactive compounds. Thus, further research can be conducted to elucidate the potential of this plant for pharmacological importance.Â

Integration of biochar with animal manure and nitrogen for improving maize yields and soil properties in calcareous semi-arid agroecosystems

Declining soil quality is commonplace throughout Southern Asia and sustainable strategies are required to reverse this trend to ensure food security for future generations. One potential solution to halt this decline is the implementation of integrated nutrient management whereby inorganic fertilisers are added together with organic wastes. These organic materials, however, are often quickly broken down in soil and provide only a transitory improvement in soil quality. Biochar, which can potentially persist in soil for centuries, may offer a more permanent solution to this problem. To address this, we undertook a 2-year field trial to investigate the interactions between conventional NPK fertilisers, farmyard manure (FYM) and biochar in a maize cropping system. Biochar application to the nutrient poor soil increased maize yields after year one by approximately 20% although the yield increase was lower in the second year (ca. 12.5%). Overall, there was little difference in grain yield between the 25 t ha-1 and the 50 t ha-1 biochar treatments. In terms of soil quality, biochar addition increased levels of soil organic carbon, inorganic N, P and base cations and had no detrimental impact on pH and salinity in this calcareous soil. Overall, this field trial demonstrated the potential of biochar to induce short-term benefits in crop yield and soil quality in maize cropping systems although the long-term benefits remain to be quantified. From a management perspective, we also highlight potential conflicts in biochar availability and use, which may limit its adoption by small scale farming systems typical of Southern Asia

Enhancement of the fruit quality and postharvest life expectancy of mango fruit (Mangifera indica L.) applying ecofriendly bio-coatings

The higher losses of fruits and vegetables during post-harvest handling are a serious matter for any country whose economy is based on agriculture. The products of this plant are a significant source of horticultural produce storage used for the control of different post-harvest losses, which include diseases as well as microorganisms. Bio-coatings may be used as a better alternative to the synthetic chemicals. The impact of edible coating on the quality and storage life of mango (cv. ‘Anwar Rataul’) fruit was investigated by harvesting the fruits at a firm green stage of physiological maturity and coating them with corn oil, peanut oil, sunflower oil, soya bean oil, and animal fat. The uncoated and coated fruits were stored at 25 °C and the relative humidity (RH) was 75%. The fruits were analyzed for physicochemical quality attributes during storage at 0 (harvest time), 5, 10, 15, 20, and 25 days. The data showed that most of the parameters were affected significantly by the materials of coating and storage intervals (P ≤ 0.05). The fruits coated with animal fat had significantly superior fruit color, taste, aroma, firmness, total sugar content, and acidity of fruit juice, total soluble solids, and ascorbic acid content, as well as delayed ripening. Animal fat-coated fruits retained titratable acidity, ascorbic acid content (mg.100g-1) and fruit firmness (kg.cm-2) with minimal disease incidence, and weight loss (%), whereas uncoated fruits did not retain all quality attributes and deteriorated after 20 days of storage. In conclusion, mango fruits could be coated with animal fat and stored for up to 25 days without deterioration in quality

LoFT: Local Proxy Fine-tuning For Improving Transferability Of Adversarial Attacks Against Large Language Model

It has been shown that Large Language Model (LLM) alignments can be circumvented by appending specially crafted attack suffixes with harmful queries to elicit harmful responses. To conduct attacks against private target models whose characterization is unknown, public models can be used as proxies to fashion the attack, with successful attacks being transferred from public proxies to private target models. The success rate of attack depends on how closely the proxy model approximates the private model. We hypothesize that for attacks to be transferrable, it is sufficient if the proxy can approximate the target model in the neighborhood of the harmful query. Therefore, in this paper, we propose \emph{Local Fine-Tuning (LoFT)}, \textit{i.e.}, fine-tuning proxy models on similar queries that lie in the lexico-semantic neighborhood of harmful queries to decrease the divergence between the proxy and target models. First, we demonstrate three approaches to prompt private target models to obtain similar queries given harmful queries. Next, we obtain data for local fine-tuning by eliciting responses from target models for the generated similar queries. Then, we optimize attack suffixes to generate attack prompts and evaluate the impact of our local fine-tuning on the attack's success rate. Experiments show that local fine-tuning of proxy models improves attack transferability and increases attack success rate by $39\%$, $7\%$, and $0.5\%$ (absolute) on target models ChatGPT, GPT-4, and Claude respectively

A brief review on molecular, genetic and imaging techniques for HCV fibrosis evaluation

<p>Abstract</p> <p>Background</p> <p>Chronic HCV is one of the major causes of morbidity and mortality in the present day world. The assessment of disease progression not only provides useful information for diagnosis and therapeutic supervision judgment but also for monitoring disease. Different invasive and non invasive methods are applied to diagnose the disease from initial to end stage (mild fibrosis to cirrhosis). Although, liver biopsy is still considered as gold standard to identify liver histological stages, an assessment of the disease development based on non-invasive clinical findings is also emerging and this may replace the need of biopsy in near future. This review gives brief insight on non-invasive methods currently available for predicting liver fibrosis in HCV with their current pros and cons to make easier for a clinician to choose better marker to assess liver fibrosis in HCV infected patients.</p> <p>Methods</p> <p>More than 200 studies regarding invasive and noninvasive markers available for HCV liver disease diagnosis were thoroughly reviewed. We examined year wise results of these markers based on their sensitivity, specificity, PPV, NPV and AUROCs.</p> <p>Results</p> <p>We found that in all non-invasive serum markers for HCV, FibroTest, Forn's Index, Fibrometer and HepaScore have high five-year predictive value but with low AUROCs (0.60~0.85) and are not comparable to liver biopsy (AUROC = 0.97). Even though from its beginning, Fibroscan is proved to be best with high AUROCs (> 0.90) in all studies, no single noninvasive marker is able to differentiate all fibrosis stages from end stage cirrhosis. Meanwhile, specific genetic markers may not only discriminate fibrotic and cirrhotic liver but also differentiate individual fibrosis stages.</p> <p>Conclusions</p> <p>There is a need of marker which accurately determines the stage based on simplest routine laboratory test. Genetic marker in combination of imaging technique may be the better non invasive diagnostic method in future.</p

Influence of maturity stages on postharvest physico-chemical properties of grapefruit (Citrus paradisi var. ‘Shamber Tarnab’) under different storage durations

The present study was conducted to evaluate the effect of maturity stages on the physicochemical characteristics of grapefruit (Citrus paradisi&nbsp;cv. ‘Shamber Tarnab’) under storage conditions for 60 days at ambient temperature (16±1 °C with 55-60% relative humidity). Grapefruits were harvested at different maturity stages, namely mature green (MG) and full ripe (FR). The fruits of both stages were assessed for different physical quality parameters at 15 days interval. The experimental results showed that ascorbic acid content, titratable acidity, fruit firmness, percent disease incidence was higher at FR stage. In contrast, weight loss, percent juice content, total soluble solid (TSS), and TSS/acid ratio at MG (mature green) were lower than that of FR fruits.&nbsp;Regarding storage durations, the fruit firmness, titratable acidity, percent juice content, ascorbic acid content decreased significantly, whilst total soluble solid, TSS/Acid ratio, weight loss, and percent disease incidence increased significantly with the extension of storage duration from 0 to 60 days. As concerned to its interactive effects, the highest ascorbic acid content, titratable acidity, percent juice content, and maximum fruit firmness were observed in fresh grapefruit, harvested at (MG) mature green stages, whereas the maximum total soluble solid, percent disease incidence, and TSS/Acid ratio were recorded in fruit harvested at (FR) full ripe stage, stored for 60 days at room temperature. Similarly, the Pearson’s Correlation Analysis (p&gt; 0.05) of grapefruit was positive effect for most of the quality traits of grapefruit at different storage durations and maturity stages. It was concluded that grapefruit could be harvested at the mature green stage (MG) for sustaining quality attributes up to 60 days of storage at room temperature

Modeling Profitability-Influencing Risk Factors for Construction Projects: A System Dynamics Approach

This study addressed the complexity involved in integrating the causative risk factors influencing construction profitability. Most of the existing studies cover the individual effects of profitability influencing factors. Very few focus on the systematic impact without incorporating the complexity and associated dynamics, presenting a gap targeted by the current study. The current study aimed to assess causative interrelations and interdependencies between profitability influencing risk factors (PIRF), through systems thinking (ST) and system dynamics (SD) modeling. The SD approach was used to evaluate the integrated impacts on profitability-influencing risk categories (PIRC) in construction projects. The causative influencing factors affecting construction profitability were identified through a comprehensive literature review. These were ranked using content analysis, and categorized into significant issues. Through 250 structured surveys and 15 expert opinion meetings, the path for quantitative and qualitative evaluations was prepared. Following these investigations, a causal loop diagram (CLD) was established using the ST technique, and the integrated effect was quantified using SD modeling. The study finds the rising cost of material, supply chain process, payment issues, planning and scheduling problems, financial difficulties, and effective control of manpower and equipment resources as the most critical PIRFs. The integrated effects of PIRFs on PIRC were quantified using SD modeling. This study helps field professionals with profitability-influencing factors, diagnosing issues, and integrating impacts regarding decision-making and policy formulation. For researchers, it presents a list of factors that can be investigated in detail, and the holistic interrelationships established