Code Large Language Models (CodeLLMs) have demonstrated impressive proficiency in code completion tasks. However, they often fall short of fully understanding the extensive context a project repository, such as intricacies relevant files and class hierarchies, which can result less precise completions. To overcome these limitations, we present RepoHyper, multifaceted framework designed to address complex challenges associated with repository-level completion. Central RepoHyper is Repo-level...

To overcome the problems in liverwort collecting such as small size and easily mixed with other species wild, we have successfully cultivated Marchantia polymorpha L. under vitro conditions previous study. The aim of this study is to evaluate biological activities biomass a confirmation sufficient protocol cultivation species. Cultured was dried at temperature 45-50 oC constant weight ground into fine powder. coarse powder extracted organic solvents increasing polarization including...

AbstractAs the most common missense mutation cause of G6PD deficiency in Vietnamese, Viangchan [Val291Met] can be used as marker for development molecular diagnostic to diagnose this disease. To confirm diagnosis a case/control study is carried out. This confirmed role Vietnamese and indicate necessary new method diseases replace fluorescence test recently their limitation identify patients. An AMRS-PCR was designed screen 318 cases 210 controls sample set. The result showed that occupied...

This study was conducted to identify the common mutations occurring within G6PD gene in - Vietnamese deficient patients, which may be main causative of deficiency Vietnamese-kinh. Sequencing performed detect coding region for 30 Vietnamese-Kinh patients. Seven sets primers were designed amplify and sequenced 13 regions gene. known types detected. Each patient had at least one mutation his The most is silent 1311C>T with frequency 56.66%. With high frequency, are suggested as potential...

This study conducts a rigorous comparative analysis between two cutting-edge instance segmentation methods, Mask R-CNN and YOLOv8, focusing on stomata pore analysis. A novel dataset specifically tailored for segmentation, named PhenomicsStomata, was introduced. posed challenges such as low resolution image imperfections, prompting the application of advanced preprocessing techniques, including enhancement using Lucy-Richardson Algorithm. The models underwent comprehensive evaluation,...

Predicting program behavior without execution is a crucial and challenging task in software engineering. Traditional models often struggle to capture the dynamic dependencies interactions within code. This paper introduces novel machine learning-based framework called CodeFlow, designed predict code coverage detect runtime errors through Dynamic Dependencies Learning. By utilizing control flow graphs (CFGs), CodeFlow represents all possible paths relationships between different statements,...

Hedyotis corymbosa is one of weedy herb belonging to Rubiaceae family. It has been studied and used as a traditional medicine for the treatment snakebite, antihepatotoxic cancer. Notably, ursolic acid oleanolic acid, compounds presented high biological activity in H. Corymbosa, were reported having anti-inflammatory, antibacterial, antioxidant inhibited growth cancer cells. In present study, fragments stems containing an axillary bud are cultured on MS½ medium supplemented with 1 mg/L BA 0.2...

In plants, blue light with a short wavelength can promote reaction in photosynthesis and increase dry mass. Photosynthesis plays an important role supporting carbohydrates for primary secondary metabolism processes. Flavonoids are phenolic compounds, class of plant metabolites, that be obtained from many medicinal herbs. These compounds involved the reactive oxygen species scavenging system, inhibit lipid peroxidation by free-radical, chelate redox-active metals resulting their antioxidant...

Marchantia polymorpha L. is used as a folk medicine in India, China and some European countries for the treatment of inflammation, cure cuts, wounds, diuretics, etc. Natural compounds biological activities this liverwort have been studied world few years. At present time, studies on bryophytes (non-vascular plants) are quite limited, especially Vietnam. Therefore, research focused investigating analyzing major secondary metabolites M. collected at Da Lat, Lam Dong. Among four extracted...

Introduction: This study aims to confirm the association between SNP rs2046210 and breast cancer in Vietnamese population. Methods: A case/control has been performed with sample size of 300 cases 325 controls. High Resolution Melting method is optimised for genotyping. Statistic logistic regression analysis was used along dominant recessive analyse alleles genotypes selected risk. Results: With selection population optimal HRM method, genotyping resulted precise data as HWE test showed...

Background and Objective: Marchantia polymorpha L. has been used in traditional medicine of some countries.Harvesting bryophytes nature, including M. polymorpha, is difficult to ensure sufficient biomass for research treatment purposes.Therefore, cultivation vitro liverwort was conducted take initiative collecting biomass.Materials Methods: Sterilized spores were cultured on modified Gamborg-B5 medium with BA, kinetin or coconut water form thallus. New thallus investigated growth different...

Pseuderanthemum palatiferum contains many compounds which have pharmaceutical and medicinal values. In this study, the in vitro somatic embryogenesis of callus formed from palatiferum’s leaves was performed analyzed. The calli were induced three weeks MS medium with 1 mg.l-1 or 2 2,4-D. embryos developed as follows: globular after 9 days, heart 13 torpedo 15 days cotyledonary 17 days. mean number obtained 28.5 embryos/cm2 leaf tissue. intensity respiration biological activity endogenous...

Water deficit is one of the most important factors affecting plant physiology and development. Drought induced by PEG6000 inhibited main root stimulated lateral 2mg/l IAA supplemented in MS½ media causes early flowering suppressing elongation stimulating The increasing decreasing ABA are necessary Amaranthus viridis flowering. Roles growth regulators on relationship between development were discussed.

Tetracera scandens is an important herb, used to treat some diseases, such as gout, kidney diseases... The callus formed from leaf on MS medium (Murashige & Skoog, 1962) supplemented with 2.5mg/l 2,4-D and 0.5mg/l BA. Before induced shoot regeneration, the had grown 0.5mg/BA GA3. Shoot generation actually 0.7mg/l BA 0.1mg/l IAA. number of regeneration about 26/callus (from 0,3cm' tissue). origin, role endogenous hormones respiration rate in were analysis.

Tuber shoots are excised and cultured onto MS medium (Murashige & Skoog, 1962). Shoot tips isolated from in vitro plantlets grow a stable way on supplemented with different plant growth regulations, among the medium, shoot arise most 2mg/l BA 0.5mg/l IBA. Role of endogenous hormones, respiration rate origin formation were analysis.

Hedyotis diffusa is a valuable medicinal herb belong to the Rubiaceae family. It widely used in treatment of various types cancer and other diseases related leukemia. Besides, plant usually contains triterpenoids (oleanolic acid, ursolic acid) flavonoids which have range pharmacological activities antiinflammatory, antibacterial, hypoglycemic, antifree radicals, reducing blood lipids anticancer. Leaf segments 3 weeks old H. were cultured on half strength Murashige Skoog (½MS) medium...

Hedyotis corymbosa (L.) Lam a native herbaceous species containing many phenolic compounds is used in traditional medicine and medicinal technology. Phenolic acid, as well other secondary metabolites are photosynthetic-derived products. In this research, red LEDs (660 nm) white fluorescent light were to investigate the effects of different sources on photosynthesis leaf compound accumulation vitro ex plants. Red LED (50 umol/m2/sec) promoted stem elongation without changing plant biomass...

Polygonum cuspidatum Sieb. et Zucc, a medicinal plant, contains many phenolic compounds such as resveratrol. It has antioxidant, antibacterial, anti-cancer, HIV, and neuron protective properties. In this study, stem segments having an auxiliary bud were cultured in vitro on MS medium supplemented with TDZ at 0.1 mg/L for obtaining the highest number of shoots (8–9 shoots/cluster after eight weeks). The originated from differentiation periphery lateral meristem. After weeks, under...

Tomato is one of the most popular foods in world. However, drought stress has strongly decreased growth and yield tomatoes. Therefore, study on drought-tolerant tomatoes essential. In this paper, tomato cultivar TN704, which popularly grown Vietnam's Southeast Mekong Delta was selected. The combination auxin (IAA, indoleacetic acid) cytokinin (zeatin) at different concentrations investigated to determine effective regeneration media. Then, pretreatment applied obtain shoots. tolerance...