Nowadays, artificial intelligence model approaches such as machine and deep learning have been widely used to predict variations of water quality in various freshwater bodies. In particular, many researchers have tried to predict the occurrence of cyanobacterial blooms in inland water, which pose a threat to human health and aquatic ecosystems. Therefore, the objective of this study were to: 1) review studies on the application of machine learning models for predicting the occurrence of cyanobacterial blooms and its metabolites and 2) prospect for future study on the prediction of cyanobacteria by machine learning models including deep learning. In this study, a systematic literature search and review were conducted using SCOPUS, which is Elsevier’s abstract and citation database. The key results showed that deep learning models were usually used to predict cyanobacterial cells, while machine learning models focused on predicting cyanobacterial metabolites such as concentrations of microcystin, geosmin, and 2-methylisoborneol (2-MIB) in reservoirs. There was a distinct difference in the use of input variables to predict cyanobacterial cells and metabolites. The application of deep learning models through the construction of big data may be encouraged to build accurate models to predict cyanobacterial metabolites.

Theobroma cacao L., a fruit of cacao trees, is a perennial plant, which belongs to Sterculiaceae, and is native to the Amazon in South Africa. It also has been known for its various biologically active effects, such as anti-oxidation, anti-cancer, and anti-bacterial. The spleen cell proliferations of mice were measured at 48 hours after treatment of Theobroma cacao L. water extracts in seven concentrations(0, 5, 10, 50, 100, 250, 500 and 1,000 μg/mL) an ELISA assay. The production of cytokine (IL-1β, TNF-α, IFN-γ), is secreted by macrophages stimulated with LPS, was detected by ELISA assay using the cytokine kit. From the results of in vitro study, both splenocytes and cytokine production activated by peritoneal macrophages have increased when water extracts were supplemented in the range between 250 and 500 μg/mL concentration. Notably, splenocytes production has a signigicant proliferation at 500 μg/mL concentration. The result from this research suggests that supplementation with Theobroma cacao L. water extracts may enhance the immune function by stimulating the splenocyte proliferation and improving the cytokine production activating macrophage in vitro.

본 연구에서는 고구마(Ipomoea batatas L.) 수확 후 버려지는 잔재물의 활용가치를 위해 이들로부터 추출한 발효 추출물과 열수 추출물의 생리활성과 세포독성을 분석 하였다. 추출물의 pH는 모두 산성을 나타내었고, 유기물 함량은 발효 추출물과 열수 추출물에서 각각 0.98%와 0.97%로 비슷하게 나타내었다. 다량원소 중 인산, 칼륨, 칼슘, 마그네슘 성분의 함량은 열수 추출물에서 발효 추출물보다 모두 높게 나왔고, 질소 함량만 두 추출물에서 동일하게 나왔다. 미량원소 함량은 아연을 제외하고 발효 추출물보다 열수 추출물에서 높게 나타내었다. 총 폴리페놀 함량은 열수 추출물에서 60.5±2.7 mg/g로서 발효 추출물의 총 폴리페놀 함량의 22.7±4.2 mg/g 보다 37.8 mg/g 높은 함량을 나타내었다(p<0.05). 총 플라보노이드 함량은 열수 추출물에서 50.7±2.7 mg/g로서 발효 추출물의 함량인 14.0±2.1 mg/g 보다 36.7 mg/g 높은 함량을 나타내어 총 폴리페놀 함량과 마찬가지로 열수 추출물이 발효 추출물보다 높은 함량을 나타내었다(p<0.05). DPPH와 ABTS radical 소거능력은 모두 열수 추출물에서 발효 추출물 보다 높은 항산화력을 보였다(p<0.05). MTT assay를 이용한 추출물의 세포독성 실험에서는 두 추출물의 모든 농도에서 세포독성이 미약한 것으로 확인되었다. 따라서 고구마 수확 후 잔재물의 추출물이 향후 각종 바이오 소재로 이용 시에도 큰 문제가 없을 것이라 판단된다.

King oyster mushroom (Pleurotus eryngii), an improved species of oyster mushroom, is a popular ingredient in Asian cuisine. Spleen cells were treated with various concentrations (0, 5, 10, 50, 100, 250, 500, and 1,000 μg/mL) of king oyster water extracts (KOWE); then, the proliferation of the cells was measured 24, 48, and 72 h after each treatment. Also, type 1 T helper cytokine productions (TNF-α, IFN-γ, and IL-2) were measured in activated macrophage by KOWE in seven concentrations. Under the condition of its 50, 100, 250, and 1,000 μg/mL for 48 h, the proliferation of cells was increased. However, there was no significant fluctuation in the spleen cells proliferation for 24 and 72 h-long KOWE exposure. To determine cytokine (TNF-α, IFN-γ, IL-2) productions of type 1 T helper cells, macrophage was stimulated by KOWE for 48 h. Treatment of KOWE gave a rise to the levels of TNF-α and IFN-γ, but not in that of IL-2 productions. These results suggest that king oyster mushroom water extracts may be beneficial for enhancing immune functions in its high concentration.

Plantago asiatica L., observed frequently in East Asia, is a known herb used in traditional medical remedies several studies report that P. asiatica L has anti-inflammatory and antioxidant effects. To determine the production of cytokines (IL-2, IFN-γ, and TNF-α) induced by lipopolysaccharide (LPS) and non-LPS-stimulated macrophages, an ELISA assay was conducted using cytokine kits. Mice splenocytes were cultured for 48 h with various concentrations of P. asiatica L. (5, 10, 50, 100, 250, 500, and 1,000 μg/mL) or with mitogens (ConA or LPS). P. asiatica L. increased the proliferation of mice splenocytes, especially under the condition of its concentration ranging from 250 to 1,000 μg/mL. In addition, Plantago asiatica L. notably induced cytokine production of (IL-2, IFN-γ, and TNF-α) at its concentration of 250~500 μg/mL. These results suggest that supplementation with P. asiatica L. water extracts may play a potential role in enhancing immune function by mediating splenocyte proliferation and cytokine production through its anti-inflammatory activit.

본 연구는 짚신나물 열수 추출물의 α-glucosidase 저해 활 성을 측정하고, 분화된 근육세포에서 glucose 이용과 인슐린 신호전달에 미치는 영향을 분석하였다. 짚신나물 열수 추출 물(10 ㎎/㎖)은 α-glucosidase 활성을 67% 저해하였으며, 같은 농도의 양성대조구인 acarbose(63%)와 유사한 저해 효과를 보였다. 짚신나물 열수 추출물이 α-glucosidase에 의한 단당 류 생성을 저해함으로 식사 후 혈당이 급격히 상승하는 것을 억제하는데 효과적인 소재로 이용 가능성을 확인하였다. 또한 근육세포에서 인슐린 저항성을 유발하기 위해 지방산(1 mM, palmitic acid)를 처리하였고, glucose의 세포내 유입이 감소 되는 것을 확인하였다. 지방산 처리 세포 모델에서 짚신나 물 열수 추출물(10 ㎍/㎖)은 glucose 이용을 유의적으로 회복 시켜 주었다. Normal 상태의 배양조건에서 근육세포의 포도 당 이용능은 짚신나물 열수 추출물(100 ㎍/㎖) 처리에 의해 유의적으로 증가하였다. 근육세포 내로 glucose 유입은 운반 단백질인 Glut4를 통해 이루어지며, 이것은 인슐린이 신호전 달을 통해 조절한다. 짚신나물 열수 추출물의 세포 내 glucose 이용 증가 효과는 인슐린 신호전달 관련 분자인 Akt 유전자 와 단백질 발현을 증가시킨 것과 관련되는 것으로 추정된다. 결론적으로, 짚신나물 열수 추출물은 소화기관에서의 탄수화 물 흡수 저해와 근육세포 내 glucose 이용 증가를 통해 혈당 조절 및 당 대사 개선에 긍정적인 영향을 미치고 있음을 확인 하였다.

A total of 222 udder-half milk samples of lactating goats were collected from two herds in Korea during 2008 and all samples were subjected to bacteriological examination. Somatic cell counts (SCC) were also determined for all samples except for 13 (5.9%), which were collected from halves of udders with clinical mastitis. A total of 85 bacteria were isolated from 82 (36.9%) of 222 milk samples tested. Staphylococci were the predominant pathogens, accounting for almost 70% of the isolates: Coagulase negative staphylococci (CNS) and S. aureus constituted 55% (47/85) and 14.1% (12/85), respectively. Among 209 samples tested for SCC, bacteria were isolated from 36 of 115 (31.3%) samples with SCC of <1×106 cells/㎖ and 38 of 94 (40.4%) samples that had SCC of ≥1×106 cells/㎖, respectively. All S. aureus were detected from samples with SCC of ≥1×106 cells/㎖, while 25 of 47 (61.0%) CNS were isolated from milk samples with SCC of <1×106 cells/㎖. Mean SCC of milk samples that harbored S. aureus and CNS was 4,787×103 cells/㎖ and >1×106 cells/㎖, respectively. All S. aureus and CNS isolates were susceptible to all antimicrobials tested except for penicillin, to which 2 (16.6%) S. aureus and 12 (25.5%) CNS isolates showed resistance.

Background : Dry eyes are caused by highly increased osmolarity of tear film, inflammation, and apoptosis of the ocular surface. Polygonum cuspidatum is a herbaceous perennial plant of the genus Polygonum found in Asia and North America. However, the effects of P. cuspidatum aqueous extract (PCE) on hyperosmolarity-induced inflammation and apoptosis in human corneal epithelial cells have not been examined. Methods and Results : Hyperosmotic media induced human corneal epithelial cell (HCEC) cytotoxicity though increased inflammation, apoptosis, and oxidative stress. PCE treatment significantly inhibited expression of cyclooxygenase-2 and inflammatory cytokines (interleukin-6 and tumor necrosis factor-α), and activation of NF-κB p65 in hyperosmolar stress-induced HCECs. In addition, Hyperosmolarity-induced increase in BAX expression and activation of cleaved poly (ADP-ribose) polymerase and caspase 3 were attenuated in a concentration-dependent manner by PCE. PCE treatment restored anti-oxidative proteins such as Heme oxygenase-1 (HO-1), Superoxide dismutase-1 (SOD-1), and Glutathione peroxidase (GPx) in hyperosmolar stress-induced HCECs. Conclusion : PCE protected against hyperosmolar stress-induced inflammation, apoptosis, and oxidation by inhibiting expression of COX-2, BAX, MMP9; activation of NF-κB, caspase 3, and PARP; and increasing expression of MUC4 and anti-oxidative proteins. Overall, our data provide insight into the protective effects of PCE as a candidate for eye health.

In this study, the DPPH free radical scavenging activity, antimicrobial effects, growth inhibition and cytotoxicity of herb extracts were determined to screen alternative antibiotics. Hot water extracts of 10 species herbs (Origanum vulgare, Monarda didyma, Echinacea purpurea, Ocimum basilicum, Mentha piperita, Melissa officinalis, Thymus vulgaris, Stevia rebaudiana, Rosmarinus officinalis, Matricaria recutica) were used. DPPH free radical scavenging activity of all herb extracts was ranged from 31.4-49.9%, and significantly great activties were found at Rosmarinus officinalis, Origanum vulgare and Matricaria recutica (P<0.05). Hot water extracts of monarda didyma, origanum vulgare, thymus vulgaris and rosmarinus officinalis showed greater antimicrobial activities compared to others. Additionally, those four extracts represented relatively low cytotoxicity compared to others. As a result, it was found that Origanum vulgare and Rosmarinus officinalis which possessed great antioxidant and antimicrobial activity with less cytotoxicity. So these two herb extracts can be used as an alternative of antibiotics for organic farming.

Spiraea prunifolia Sieb. et Zucc. var. simpliciflora Nakai (SSN) has been used for the anti-inflammation in traditional folk medicine. To compare water and methanol extracts of SSN, we analyzed major components using LC IT TOF MS. The major components of hot water extract were identified as caffeic acid and p-coumaric acid, but methanol extract was not well established. However, methanol extract was detected with less polarity compounds compared to hot water extract. Next, we investigated the inhibitory effects of SSN water extract on the lipopolysaccharide (LPS)-induced inflammatory response or H2O2-induced oxidative stress in Raw 264.7 macrophage cells. SSN strongly suppressed the production of nitric oxide in LPS-induced inflammatory response without cytotoxcity. The SSN possessed free radical scavenging activities such as DPPH (IC50=320.2 ㎍/㎖), ABTS (IC50=124.0 ㎍/㎖), and superoxide anion radical (IC50=122.6 ㎍/㎖). The total phenol and flavonoid content of SSN was 56.7 ㎎/g, and 15.1 ㎎/g, respectively. Furthermore, SSN decreased the H2O2-induced cytotoxicity by enhancing the cell viability, and SSN significantly reduced the intracellular reactive oxygen species (ROS) level. Therefore, SSN may be recommended as an effective strategy to prevent and/or treat various inflammation and ROS-induced diseases.

본 연구에서는 연화 열수 및 에탄올 추출물의 3T3-L1 지방세포 분화 및 ROS생성 저감효과를 구명하기 위하여 3T3-L1 전지방세포 분화과정 중 연화 열수 및 에탄올 추출 물에 의한 지방축적과 ROS 생성을 관찰하였다. 연화 열수 및 에탄올 추출물은 XTT assay에서 100, 200 및 400 μg/mL 농도에서 세포 독성을 보이지 않았다. 지방세포 분화 중 세포 내 지방축적 및 ROS 생성량을 비교한 결과, 연화 열수 및 에탄올 추출물을 처리한 지방세포의 경우 지방축적량과 ROS 생성량 모두 유의적으로 억제되는 것으로 나타났다. 특히 연화 열수 및 에탄올 추출물을 처리함으로써 지방세포 분화와 관련된 전사인자인 PPARγ, C/EBPα 및 aP mRNA의 발현을 유의적으로 감소시켰으며, ROS의 생성과 관련이 있는 주요 유전자인 NOX4 및 catalase의 유전자발현 또한 유의적으로 감소하였다. 이 결과를 통해 연화 열수 및 에탄 올 추출물이 3T3-L1 지방세포 내 중성지방의 축적 억제 효과와 더불어 ROS 생성 억제에 효과적으로 작용함을 확인 하였다. 따라서 연화 열수 및 에탄올 추출물은 비만과 같은 대사증후군 관련 질환의 개선을 위한 천연물 기능성 소재로 의 활용이 기대된다.

Recently, NADPH oxidase 4 (NOX4)-mediated generation of intracellular reactive oxygen species (ROS) was proposed to accelerate adipogenesis of 3T3-L1 cell. We have previously shown that Cheonnyuncho (Opuntia humifusa) extract significantly inhibited adipocyte differentiation via downregulation of PPARγ (peroxisome proliferator-activated receptor gamma) gene expression. In this study, we focused on the molecular mechanism(s) of NOX4, G6PDH (glucose-6-phosphate dehydrogenase) and antioxidant enzymes in anti-oxidative activities of 3T3-L1 adipocytes. Our results indicate that Cheonnyuncho extracts markedly inhibits ROS production during adipogenesis in 3T3-L1 cells. Cheonnyuncho extracts suppressed the mRNA expression of the pro-oxidant enzyme such as NOX4 and theNADPH-producing G6PDH enzyme. In addition, treatment with Cheonnyuncho extract was found to upregulate mRNA levels of antioxidant enzymes such as Mn-SOD (manganese-superoxide dismutase), Cu/Zn-SOD (copper/zinc-SOD), glutathione peroxidase (GPx), glutathion reductase (GR), and catalase, all of which are important for endogenous antioxidant responses. These data suggest that Cheonnyuncho extract may be effective in preventing the rise of oxidative stress during adipocyte differentiation through mechanism(s) that involves direct down regulation of NOX4 and G6PDH gene expression or via upregulation of endogenous antioxidant responses.

본 연구에서는 시판 메밀차 열수 추출물의 항산화 효과 및 신경세포 보호효과를 조사하였다. 시판 메밀차 열수 추출물의 ABTS 라디칼 소거 활성, FRAP 및 MDA 생성 저해 실험결과 농도 의존적인 경향이 나타났으며 또한 높은 항산화 활성을 보여주었다. 과산화수소로 유발된 산화적 손상에 의한 ROS 축적량을 조사한 결과 단독 처리구보다 메밀차 열수 추출물 처리구에서 낮은 ROS 축적량을 나타내었다. MTT 및 LDH 분석을 통한 PC12 세포