• 제목/요약/키워드: Network Activity

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심층 학습을 이용한 물리탐사 자료 잡음 제거 기술 소개 (Introduction to Geophysical Exploration Data Denoising using Deep Learning)

  • ;조아현;유희은;정인석;송서영;조성오;김빛나래;남명진
    • 지구물리와물리탐사
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    • 제23권3호
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    • pp.117-130
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    • 2020
  • 지구물리탐사 자료의 잡음은 물리탐사 자료를 왜곡시켜 잘못된 결과 해석을 유도한다. 잡음을 만들어내는 원인으로는 인간의 활동으로 인하며 만들어지는 잡음과 자연 현상 및 기기 소음 등이 있으며 이러한 잡음을 제거하기 위한 다양한 연구들이 진행되고 있다. 하지만, 전통적인 잡음제거 방법들은 요소파 변환이나 필터링 과정에서 개인의 주관과 높은 계산 비용 그리고 많은 시간이 소모된다는 단점이 있으며 이런 문제를 해결하기 위해 영상 전처리 및 잡음제거를 위한 개선된 신경망을 구현하고자 하였다. 이 연구는 인공신경망, 합성곱 신경망, 오토인코더, 잔차 및 파형신경망의 다양한 유형의 신경망과 탄성파, 시간영역 전자탐사, 지표투과레이더 및 자기지전류의 잡음을 분석하고, 훈련 과정에 실제로 이용한 인공 신경망과 제시된 핵심 해결책을 분석 정리하였다. 이러한 분석을 통해 개선된 신경망이 지구물리탐사 자료의 잡음제거에 유용한 기법임을 알 수 있었다.

Ribosome Display를 이용한 항체선별 방법의 확립 (Establishement of Antibody Selection by Ribosome Display)

  • 이명신;권명희;김경민;박선;신호준;김형일
    • IMMUNE NETWORK
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    • 제3권3호
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    • pp.219-226
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    • 2003
  • Background: Phage display is the most widely used technique among display methods to produce monoclonal antibody fragment with a specific binding activity. Having a large library for efficient antibody display/selection is quite laborious process to have more than $10^9$ members of transformants. To overcome these limitations, several in vitro selection approaches have been reported. Ribosome display that links phenotypes, proteins, directly to genotype, mRNA, is one of the in vitro display methods. Ribosome display can reach the size of scFv library up to $10^{14}$ molecules and it can be further diversified during PCR steps. To select the high affinity scFv from one pot library, we established ribosome display technique by modifying the previously reported eukaryotic translation system. Methods: To establish the antibody selection system by ribosome display, we used 3D8, anti-DNA antibody. A 3D8 scFv was synthesized in vitro by an in vitro transcription-translation system. The translated 3D8 scFv and the encoding 3D8 mRNA are connected to the ribosome. These scFv-ribosome-mRNA complexes were selected by binding to their specific antigens. The eluted mRNAs from the complexes are reverse transcribed and re-amplified by PCR. To apply this system, antibody library from immunized mouse with terminal protein (TP)-peptide of hepatitis B virus DNA polymerase TP domain was also used. This TP-peptide encompasses the 57~80 amino acid residues of TP. These mRNA/ribosome/scFv complexes by our system were panned three times against TP-peptide. The enrichment of antibody from library was determined by radioimmunoassay. Results: We specifically selected 3D8, anti-DNA antibody, against ssDNA as a model system. The selected 3D8 RNAs sequences from translation complexes were recovered by RT-PCR. By applying this model system, we enriched TP-peptide-specific scFv pools through three cycles of panning from immunized library. Conclusion: We show that our translating ribosome complexes are well maintained and we can enrich the TP-specific scFv pools. This system can be applied to select specific antibody from an antibody library.

류마티스 관절염 환자의 말초혈액 단핵세포에서 Phosphoinositide 3-Kinase (PI3K)/Akt와 Nuclear Factor KappaB (NF-κB) 신호전달을 통한 IL-17 생성조절 (Regulation of Interleukin-17 Production in Patients with Rheumatoid Arthritis by Phosphoinositide 3-kinase (PI3K)/Akt and Nuclear Factor KappaB (NF-κB) Dependent Signal Transduction Pathway)

  • 김경운;조미라;이상헌;민소연;박미경;박성환;주대명;김호연
    • IMMUNE NETWORK
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    • 제3권4호
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    • pp.310-319
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    • 2003
  • Inflammatory mediators has been recognized as an important role in the pathogenesis of rheumatoid arthritis (RA). IL-17 is increasingly recognized as an important regulator of immune and inflammatory responses, including induction of proinflammatory cytokines and osteoclastic bone resorption. Evidence of the expression and proinflammatory activity of IL-17 has been demonstrated in RA synovium and in animal models of RA. However, the signaling pathways that regulate IL-17 production remain unknown. In the present study, we investigated the role of the phosphatidylinositol 3 kinase (PI3K)-Akt pathway in the regulation of IL-17 production in RA. PBMC were separated from RA (n=24) patients, and stimulated with various agents (anti CD3, anti CD28, PHA, ConA, IL-15). IL-17 levels were determined by sandwich ELISA and RT-PCR. The production of IL-17 was significantly increased in cells treated with anti-CD3 antibody, PHA, IL-15 or MCP-1 (P<0.05). ConA also strongly induced IL-17 production (P<0.001), whereas TNF-alpha, IL-1beta, IL-18 or TGF-beta did not. IL-17 was detected in the PBMC of patients with osteoarthritis (OA) but their expression levels were much lower than those of RA PBMC. Anti-CD3 antibody activated the PI3K-Akt pathway and activation of the PI3K-Akt pathway resulted in a pronounced augmentation of nuclear factor kappaB ($NF-{\kappa}B$). IL-17 production by activated PBMC in RA is completely or partially blocked in the presence of $NF-{\kappa}B$ inhibitor PDTC and PI3K-Akt inhibitor, wortmannin and LY294002, respectively. Whereas the inhibition of AP-1 and extracellular signal-regulated kinase (ERK)1/2 did not affect IL-17 production. These results provide new insight into that PI3K/Akt and $NF-{\kappa}B$ dependent signal transduction pathway could be involved in the overproduction of key inflammatory cytokine, IL-17 in rheumatoid arthritis.

Feedback Control of Cyclooxygenase-2 Expression by Prostaglandin E2 in Rheumatoid Synoviocytes

  • Min, So-Youn;Jung, Young Ok;Do, Ju-Ho;Kim, So-Yang;Kim, Jeong-Pyo;Cho, Chul-Soo;Kim, Wan-Uk
    • IMMUNE NETWORK
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    • 제3권3호
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    • pp.201-210
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    • 2003
  • Objective: The role of prostaglandin $E_2$ (PGE2) in the etiopathogenesis of immune and inflammatory diseases has become the subject of recent debate. To determine the role of PGE2 in rheumatoid arthritis (RA), we tested the effect of exogenous PGE2 on the production of cyclooxygenase-2 (COX-2) by rheumatoid synoviocytes. Methods: Fibroblast-like synoviocytes (FLS) were prepared from the synovial tissues of RA patients, and cultured in the presence of PGE2. The COX-2 mRNA and protein expression levels were determined by RT-PCR and Western blot analysis, respectively. The PGE2 receptor subtypes in the FLS were analyzed by RT-PCR. Electrophoretic mobility shift assay (EMSA) was used to measure the NF-${\kappa}B$ binding activity for COX-2 transcription. The in vivoeffect of PGE2 on the development of arthritis was also tested in collagen induced arthritis (CIA) animals. Results: PGE2 ($10^{-11}$ to $10^{-5}M$) dose-dependently inhibited the expression of COX-2 mRNA and the COX-2 protein stimulated with IL-$1{\beta}$, but not COX-1 mRNA. NS-398, a selective COX-2 inhibitor, displayed an additive effect on PGE2-induced COX-2 downregulation. The FLS predominantly expressed the PGE2 receptor (EP) 2 and EP4, which mediated the COX-2 suppression by PGE2. Treatment with anti-IL-10 monoclonal antibodies partially reversed the PGE2-induced suppression of COX-2 mRNA, suggesting that IL-10 may be involved in modulating COX-2 by PGE2. Experiments using an inducer and an inhibitor of cyclic AMP (cAMP) suggest that cAMP is the major intracellular signal that mediates the regulatory effect of PGE2 on COX-2 expression. EMSA revealed that PGE2 inhibited the binding of NF-${\kappa}B$ in the COX-2 promoter via a cAMP dependent pathway. In addition, a subcutaneous injection of PGE2 twice daily for 2 weeks significantly reduced the incidence and severity of CIA as well as the production of IgG antibodies to type II collagen. Conclusion: Our data suggest that overproduced PGE2 in the RA joints may function as an autocrine regulator of its own synthesis by inhibiting COX-2 production and may, in part, play an anti-inflammatory role in the arthritic joints.

병원구매업무에 있어서의 전자상거래 도입에 관한 연구 - 구매부서 관리자의 인식도를 중심으로 - (A Study on the Introduction of Electronic Commerce for Purchasing Section in Hospitals - Focused on the Understanding of Purchasing Managers -)

  • 황은범;남상요;하호욱;이창은
    • 한국병원경영학회지
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    • 제6권3호
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    • pp.69-89
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    • 2001
  • This study is focused that the electronic commerce(EC) on the purchasing section may improve the efficiency and transparency of the hospitals management. After reviewing the purchasing activity of hospitals, I study the introduction, expected effects, and problems of EC. So, I am going to provide basic information for activating EC. The samples are managers of 170 hospitals, which are located on Seoul. As a result of collection this survey, I analyze 79 hospitals. For data analysis, I use $X^2$-test and ANOVA for purchasing management and the relevance of EC according to the level of care. The results of this study are 1. The problems on the management of purchasing section are: firstly, they don't have sufficient time to study market. Secondly, it is difficult to find competitive suppliers. And, lastly, they cannot gather a lot of information about the price of products. 2. There are many answers of the needs on the introduction of B2B. However, some hospitals think they don't need it. But, the most answers are that the EC will be settled within 4 years. So, we can realize that these hospitals are getting interested on the EC. On the other hand, I find that they prefer outside EC companies for the introduction of EC. 3. On the expected effects on EC, first is the effectiveness of the market survey. The next is to collect information of adequate price of products owing to clear transaction, find easier new suppliers and gather useful data. 4. On the external problems of the introduction of EC, there is low credibility related to the security and the weakness of suppliers' information system. Especially, on the Real Transaction Price Payment system, the bigger bed size, the higher understanding on these problems. On the internal problems of the introduction of EC, first is the burden of the introduction of EC and operating cost. Especially, on the burden of the disclosure of revenue source, the smaller bed size, the higher understanding on this problem So, this is a point which deserves my attention statistically. However, this shows relatively little understanding about incomplete the standard of product category and the weak information system of hospital. Through this study, I am going to suggest 3 points for the activation of the introduction of EC on hospitals. 1. The reform of the Real Transaction Price Payment System on medical supplies and materials for medical treatment 2. The establishment of the standard of product category 3. The promotion of information system based on network.

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Systemic Approaches Identify a Garlic-Derived Chemical, Z-ajoene, as a Glioblastoma Multiforme Cancer Stem Cell-Specific Targeting Agent

  • Jung, Yuchae;Park, Heejoo;Zhao, Hui-Yuan;Jeon, Raok;Ryu, Jae-Ha;Kim, Woo-Young
    • Molecules and Cells
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    • 제37권7호
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    • pp.547-553
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    • 2014
  • Glioblastoma multiforme (GBM) is one of the most common brain malignancies and has a very poor prognosis. Recent evidence suggests that the presence of cancer stem cells (CSC) in GBM and the rare CSC subpopulation that is resistant to chemotherapy may be responsible for the treatment failure and unfavorable prognosis of GBM. A garlic-derived compound, Z-ajoene, has shown a range of biological activities, including anti-proliferative effects on several cancers. Here, we demonstrated for the first time that Z-ajoene specifically inhibits the growth of the GBM CSC population. CSC sphere-forming inhibition was achieved at a concentration that did not exhibit a cytotoxic effect in regular cell culture conditions. The specificity of this inhibitory effect on the CSC population was confirmed by detecting CSC cell surface marker CD133 expression and biochemical marker ALDH activity. In addition, stem cell-related mRNA profiling and real-time PCR revealed the differential expression of CSC-specific genes, including Notch, Wnt, and Hedgehog, upon treatment with Z-ajoene. A proteomic approach, i.e., reverse-phase protein array (RPPA) and Western blot analysis, showed decreased SMAD4, p-AKT, 14.3.3 and FOXO3A expression. The protein interaction map (http://string-db.org/) of the identified molecules suggested that the AKT, ERK/p38 and $TGF{\beta}$ signaling pathways are key mediators of Z-ajoene's action, which affects the transcriptional network that includes FOXO3A. These biological and bioinformatic analyses collectively demonstrate that Z-ajoene is a potential candidate for the treatment of GBM by specifically targeting GBM CSCs. We also show how this systemic approach strengthens the identification of new therapeutic agents that target CSCs.

BALB/c mice에서 quercetin의 경구투여가 picryl chloride로 유발된 접촉성 피부 알레르기의 예방에 미치는 영향 (Allergy Prevention Effect of Oral Administration of Quercetin on Picryl Chloride-induced Contact Dermatitis in BALB/c Mice)

  • 김형진;정지윤
    • 생명과학회지
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    • 제19권10호
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    • pp.1444-1450
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    • 2009
  • 본 연구를 통해 BALB/c 마우스에서 quercetin의 경구투여가 PCL로 유도된 접촉성 피부 알레르기의 예방에 미치는 효과에 대해 알아보았다. Quercetin을 투여 농도에 따라 대조군(0 mg/kg), 저용량군(50 mg/kg), 고용량군(100 mg/kg)으로 나누고 8일에 걸쳐 총 8번 경구투여를 실시한 후 알레르기 유발물질인 PCL을 마우스의 양쪽 귀에 감작시켜 접촉성 피부 알레르기를 유발 시켰다. Quercetin의 투여 농도별 ear swelling 변화를 확인한 결과 quercetin을 투여하지 않은 대조군에 비해 quercetin을 투여한 군의 ear swelling 증가폭이 낮게 나타났고, 100 mg/kg (고용량군)에서 농도 유의적으로 ear swelling의 증가폭이 현저히 낮게 나타났다. Quercetin의 투여 농도에 따른 혈청 내 염증성 매개 물질의 농도 변화를 알아보기 위한 IgE 및 histamine level 측정 결과에서 quercetin을 투여하지 않은 대조군에 비해 quercetin을 투여한 50 mg/kg (저용량군), 100 mg/kg (고용량군)에서 낮은 수준의 IgE, histamine 수치가 나왔다. H&E염색과 Toluidine blue stain을 통한 조직병리학적 검사결과에서 quercetin을 투여한 고용량군의 귀 두께가 대조군에 비해 얇게 관찰되었고, 비만세포의 유무를 알아보기 위한 Toluidine blue stain의 결과 대조군에 비해 고용량군에서 적은 수의 비만세포들이 관찰되었다. 따라서 ear swelling과 IgE, histamine level, 조직병리학적 결과를 종합해 봤을 때 식물성 flavonoid 성분인 quercetin은 접촉성 피부 알레르기의 예방에 상당한 효과가 있다고 판단되며, 부작용이 발생하는 기존의 치료제를 대체할 수 있는 후보 물질로써 중요한 가치가 있다고 사료된다.

농업환경 분야에서의 토양 리질리언스와 그 위협 요인 (Soil Resilience and Threat Factors Related to Agricultural Environment)

  • 김민석;민현기;현승훈;김정규
    • Ecology and Resilient Infrastructure
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    • 제7권1호
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    • pp.26-42
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    • 2020
  • 토양은 식물들이 뿌리 내려 생태계를 조성할 수 있게 하는 근간이자 인류의 삶의 터전으로, 그 생성에 많은 시간을 필요로 하기 때문에 토양의 보존과 관리가 중요하다. 토양 리질리언스는 다양한 종류의 교란으로부터 토양이 본래의 구조와 기능을 유지하는 능력으로, 불확실성과 예측불가능성이 높은 미래에 대비할 수 있는 연구 분야이다. 따라서 본 연구는 국내에서 아직 널리 알려지지 않은 토양 리질리언스의 개념과 필요성, 그리고 기존에 수행된 국외 연구 내용들을 정리함으로써, 토양리질리언스를 처음 접하는 국내·외 연구자들에게 리질리어스 연구의 진입 문턱 (threshold)을 낮추는데 기여할 것을 목적으로 수행되었다. 본 연구 전반부에는 리질리언스와 토양 리질리언스에 대해 소개하였으며, 후반부에는 많은 토양 리질리언스 선행연구들이 관심을 가진 주요 스트레스 원인을 자연적 요인과 인위적 요인으로 구분하여 정리하였다. 지구상에는 모암, 기후, 인간의 활동, 문화가 모두 동일한 지역은 없기 때문에 각 토양마다 고유의 특수성을 갖고 있다. 따라서 본 연구 결과 활용하고자 하는 연구자는 토양 리질리언스를 도입하고자 하는 지역의 특수성을 고려하여 활용해야 할 것이다. 또한 토양 리질리언스 연구자들의 네트워크를 강화하여 연구결과를 공유하고 적극 활용할 수 있는 기반을 만드는 데 노력해야 할 것이다.

마우스 동종 줄기세포 유래 수지상 세포를 이용한 백신의 흑색종 폐암 전이 모델에서의 항암 효과 및 기전 연구 (Anti-cancer Effect of Hematopoietic Stem Cell-derived Allogeneic-DC Vaccine in Melanoma Metastasis Model)

  • 김명주;손혜진;백소영;이강은;이영준;이현아
    • IMMUNE NETWORK
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    • 제6권3호
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    • pp.154-162
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    • 2006
  • Background: Dendritic cell (DC)-based cancer immunotherapy is studied for several years. However, it is mainly derived from autologous PBMC or leukapheresis from patient, which has limitations about yield and ability of DC production according to individual status. In order to solve these problems, inquiries about allogeneic DCs are performed but there are no preclinical trial answers for effect or toxicity of allogeneic DC to use for clinical trial. In this study, we compared the anti-tumor effect of allogeneic and autologous DCs from mouse bone marrow stem cells in mouse metastatic melanoma model. Methods: B16F10 melanoma cells ($5{\times}10^4$/mouse) were injected intravenously into the C57BL/6 mouse. Therapeutic DCs were differentiated from autologous (C57BL/6: CDC) or allogeneic (B6C3F1: BDC) bone marrow stem cells with GM-CSF, SCF and IL-4 for 13days and pulsed with B16F10 tumor cell lysate (Blys) for 18hrs. DC intra-peritoneal injections began on the 8th day after the tumor cell injection by twice with one week interval. Results: Anti-tumor response was observed by DC treatment without any toxicity especially in allogeneic DC treated mice (tumor burden score: $2.667{\pm}0.184,\;2.500{\pm}0.463,\;2.000{\pm}0.286,\;1.500{\pm}0.286,\;1.667 {\pm}0.297$ for saline, CDC/unpulsed-DC: U-DC, CDC/Blys-DC, BDC/U-DC and BDC/Blys-DC, respectively). IFN-${\gamma}$ secretion was significantly increased in allogeneic DC group stimulated with B16F10 cell lysate ($2,643.3{\pm}5,89.7,\;8,561.5{\pm}2,204.9.\;6,901.2{\pm}141.1pg/1{\times}10^6$ cells for saline, BDC/U-DC and BDC/Blys-DC, respectively) with increased NK cell activity. Conclusion: Conclusively, promising data was obtained that allogeneic DC can be used for DC-based cancer immunotherapy.

학습피드백으로서 보상과 처벌 관련 두뇌 활성화 연구 (Learning-associated Reward and Penalty in Feedback Learning: an fMRI activation study)

  • 김진희;강은주
    • 인지과학
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    • 제28권1호
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    • pp.65-90
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    • 2017
  • 본 연구의 목적은 학습상황에서 피드백으로 주어지는 금전적 획득/손실(학습 피드백)과 비학습적 상황에서 우연히 제시되는 의사 피드백(무선 피드백)을 비교하는 방법을 사용하여, 금전적 보상과 처벌의 학습 피드백으로서만 가지는 정보처리에 어느 두뇌 영역이 관여하는지를 규명하는 데 있다. 이를 위해 정상 성인(n = 22)을 대상으로 fMRI scan 동안 단서 자극에 대한 범주 버튼 반응(좌/우)의 정확 여부에 따라 피드백이 제시되는 시행(학습시행)과 단서 자극의 위치판단 반응과 무관하게 피드백이 제시되는 시행(무선시행)을 사건 관련 fMRI 방략으로 제시하였다. 두 시행 간 보상과 처벌과 같은 동기적 사건에 대한 두뇌 반응이 변별적으로 나타나는지를 알아보기 위해 시행 유형(학습 vs. 무선)과 피드백 유형(보상 vs, 처벌)을 두 독립변인으로 한 반복측정 이원분산분석을 하였다(voxel-wise FWE p < .001). 그 결과, 좌측 배외측 전두피질(dorsolateral prefrontal cortex), 좌측 전측 도(anterior insular), 배내측 전두피질(dorsomedial prefrontal cortex) 등의 영역에서 유의한 상호작용 효과가 관찰되었는데, 이들 영역은 모두 학습-보상 피드백 및 무선-처벌 피드백보다 학습-처벌 피드백에 대해 증가한 두뇌 활성을 보였다. 본 연구 결과는 학습상황에서 주어지는 처벌 피드백에 대한 기존 전략의 변경이나 재평가를 위한 집행적 처리, 적절하지 못하거나 틀린 행동에 대한 오류처리 과정 그리고 실패 경험에 대한 부정적 정서처리가 위에서 언급한 피질신경망을 중심으로 이루어질 가능성을 보여준다. 따라서 학습의 처벌 피드백은 보상과 달리 위와 같은 추가적 정보처리 과정이 존재할 가능성을 시사한다.