• Asian Pacific Journal of Cancer Prevention
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• 제17권2호
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• pp.835-838
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• 2016

Background: Lung cancer remains one of the most common cancers in the world, both in terms of new cases (about 13% of total per year) and deaths (nearly one cancer death in five), because of the high case fatality. Errors in lung cancer type or malignant growth determination lead to degraded treatment efficacy, because anticancer strategy depends on tumor morphology. Materials and Methods: We have made an attempt to evaluate effectiveness of machine learning algorithms in the task of lung cancer classification based on gene expression levels. We processed four publicly available data sets. The Dana-Farber Cancer Institute data set contains 203 samples and the task was to classify four cancer types and sound tissue samples. With the University of Michigan data set of 96 samples, the task was to execute a binary classification of adenocarcinoma and non-neoplastic tissues. The University of Toronto data set contains 39 samples and the task was to detect recurrence, while with the Brigham and Women's Hospital data set of 181 samples it was to make a binary classification of malignant pleural mesothelioma and adenocarcinoma. We used the k-nearest neighbor algorithm (k=1, k=5, k=10), naive Bayes classifier with assumption of both a normal distribution of attributes and a distribution through histograms, support vector machine and C4.5 decision tree. Effectiveness of machine learning algorithms was evaluated with the Matthews correlation coefficient. Results: The support vector machine method showed best results among data sets from the Dana-Farber Cancer Institute and Brigham and Women's Hospital. All algorithms with the exception of the C4.5 decision tree showed maximum potential effectiveness in the University of Michigan data set. However, the C4.5 decision tree showed best results for the University of Toronto data set. Conclusions: Machine learning algorithms can be used for lung cancer morphology classification and similar tasks based on gene expression level evaluation.

• Asian Pacific Journal of Cancer Prevention
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• 제16권4호
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• pp.1507-1513
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• 2015

Pemetrexed is an antifolate agent which has been used for treating malignant pleural mesothelioma and non small lung cancer in the clinic as a chemotherapeutic agent. In this study, pemetrexed inhibited cell growth and induced G1 phase arrest in the A549 cell line. To explore the molecular mechanisms of pemetrexed involved in cell growth, we used a two-dimensional polyacrylamide gel electrophoresis (2-DE) proteomics approach to analyze proteins changed in A549 cells treated with pemetrexed. As a result, twenty differentially expressed proteins were identified by ESI-Q-TOF MS/MS analysis in A549 cells incubated with pemetrexed compared with non-treated A549 cells. Three key proteins (GAPDH, HSPB1 and EIF4E) changed in pemetrexed treated A549 cells were validated by Western blotting. Accumulation of GAPDH and decrease of HSPB1 and EIF4E which induce apoptosis through inhibiting phosphorylation of Akt were noted. Expression of p-Akt in A549 cells treated with pemetrexed was reduced. Thus, pemetrexed induced apoptosis in A549 cells through inhibiting the Akt pathway.

• Safety and Health at Work
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• 제11권4호
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• pp.425-430
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• 2020

Background: Asbestos exposure is associated with the development of the cancer malignant mesothelioma (MM). Measurement of soluble mesothelin-related protein (SMRP) has been suggested as a method for detection of MM in its early stages. We prospectively examined SMRP levels in participants with asbestos exposure who are a group at a high risk of development of MM. Methods: This study was a follow-up of our cohort of 322 asbestos-exposed participants. No further participants developed MM or malignancy over the study period. Mean follow-up time was 22.9 months. Results: Mean (standard deviation) SMRP levels at baseline and follow-up were 0.94 (0.79) and 0.91 (0.86) nmol/L (p = 0.1033), respectively. Mean SMRP levels of the healthy individuals exposed to asbestos at baseline was significantly lower than those of participants with asbestosis and pleural plaques alone; similar patterns were found on follow-up measurements. There was a statistically significant effect of age on serial SMRP measurements. Our study confirms higher levels in participants with nonmalignant asbestos-related disorders. Levels decreased in asbestos-related disorders other than asbestosis, where a small increase was observed. We did not detect any further cases of malignancy. Conclusion: Monitoring programs for early detection of MM need to take into account increased SMRP levels found in benign asbestos-related diseases.

• Asian Pacific Journal of Cancer Prevention
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• 제15권7호
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• pp.3175-3178
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• 2014

Background: Gastric cancer is a common malignant tumor. Our previous study demonstrated inhibitory effects of 3-bromopyruvate (3-BrPA) on pleural mesothelioma. Moreover, we found that 3-BrPA could inhibit human gastric cancer cell line SGC-7901 proliferation in vitro, but whether similar effects might be exerted in vivo have remained unclear. Aim: To investigate the effect of 3-BrPA to human gastric cancer implant tumors in nude mice. Materials and Methods: Animals were randomly divided into 6 groups: 3-BrPA low, medium and high dose groups, PBS negative control group 1 (PH7.4), control group 2 (PH 6.8-7.8) and positive control group receiving 5-FU. The TUNEL method was used to detect apoptosis, and cell morphology and structural changes of tumor tissue were observed under transmission electron microscopy (TEM). Results: 3-BrPA low, medium, high dose group, and 5-FU group, the tumor volume inhibition rates were 34.5%, 40.2%, 45.1%, 47.3%, tumor volume of experimental group compared with 2 PBS groups (p<0.05), with no significant difference between the high dose and 5-FU groups (p>0.05). TEM showed typical characteristics of apoptosis. TUNEL demonstrated apoptosis indices of 28.7%, 39.7%, 48.7% for the 3-BrPA low, medium, high dose groups, 42.2% for the 5-FU group and 5% and 4.3% for the PBS1 (PH7.4) and PBS2 (PH6.8-7.8) groups. Compared each experimental group with 2 negative control groups, there was significant difference (p<0.05); there was no significant difference between 5-FU group and medium dose group (p>0.05), but there was between the 5-FU and high dose groups (p<0.05). Conclusions: This study indicated that 3-BrPA in vivo has strong inhibitory effects on human gastric cancer implant tumors in nude mice.

• 자원환경지질
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• 제52권6호
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• pp.627-635
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• 2019

슬레이트는 석면을 이용한 대표적인 건축자재 중 하나로써 백석면(10~20%)과 시멘트 성분을 결합하여 만든 제품이다. 슬레이트에 포함되어 있는 석면은 인체에 유입되면 세포 손상이나 변형을 일으키고 체외로 잘 배출되지 않아 폐암, 석면폐, 악성중피종 및 흉막비후 등과 같은 질병을 일으키는 원인이 되는 것으로 입증되어 1977년 세계보건기구(WHO) 산하 국제암연구소(IARC)에서는 1군 발암물질로 지정하였다. 현재 이러한 슬레이트는 대부분 지정매립장에 매립하여 처리하고 있으나 매립용량이 한계에 다다르고 있고 매립한다고 하여도 추후 외부환경으로 노출될 수 있는 잠재적인 위험성이 있어 매립 처리방법 이외에 슬레이트에 포함된 석면을 무해화하여 안전하게 처리할 수 있는 방법이 필요하다. 따라서 이 연구에서는 발열반응 촉매제와 열처리를 이용하여 슬레이트에 함유된 석면 무해화 가능성을 확인하고자 하였다. 실험은 석면해체·제거 사업장에서 발생한 석면함유 슬레이트를 이용하였고 발열반응 촉매제는 염화칼슘(CaCl₂), 염화마그네슘(MgCl₂), 수산화나트륨(NaOH), 규산소듐(Na₂SiO₃), 카올린[Al₂Si₂O₅(OH)₄)], 활석[Mg₃Si₄O₁₀(OH)₂]을 이용하여 총 6가지의 촉매제를 제조하였다. 6가지의 촉매제를 슬레이트에 각각 도포한 후 열중량-시차열분석(TG-DTA)을 실시하여 분석결과를 토대로 슬레이트 무해화를 위한 열처리 온도를 750℃로 결정하였다. 슬레이트에 6가지 촉매제를 각각 도포한 후 750℃에서 2시간 열처리하여 X-선 회절 분석(XRD), 주사전자현미경 분석(SEM-EDS), 투과전자현미경 분석(TEM-EDS)을 한 결과 슬레이트 내 백석면[chrysotile, Mg₃Si₂O₅(OH₅)]이 주상의 고토감람석(forsterite, Mg₂SiO₄)으로 상전이 됨을 확인하였다. 또한, 슬레이트 원시료와 발열반응 촉매제 도포 후 열처리한 시료에 물리적인 힘을 가하여 광물의 형상 변화를 비교 관찰한 결과, 슬레이트 내 백석면은 섬유형을 유지하였으나 촉매제 도포 및 열처리를 한 시료는 무정형 형태로 깨지는 것을 확인할 수 있었다. 따라서 발열반응 촉매제와 열처리를 통하여 낮은 온도에서 경제적으로 석면함유 슬레이트를 안전하게 처리할 수 있는 하나의 방안을 제시할 수 있을 것으로 사료된다.

• 대한영상의학회지
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• 제82권3호
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• pp.562-574
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• 2021

MRI는 방사선 위험이 없으며, 높은 연조직 대조도 및 기능 정보 획득의 장점을 가지고 있다. 과거 기술적 한계로 흉부 분야에서 MRI의 사용이 제한되었으나, 최근 기술 발전 및 흉부 MRI의 보험 적용 확대로 흉부 MRI의 적응증과 수요가 급증할 것으로 예상된다. 이에 대한 영상의학회는 한국의 의료 실정에 맞는 흉부 MRI의 적절한 활용과 관련된 지침의 개발이 필요하다고 보고 개발위원회, 실무위원회 및 자문위원회의 의견을 모아 한국형 흉부 MRI 정당성 가이드라인을 개발하였다. 5가지 문장형 핵심질문을 선정하고, 근거기반 임상영상 가이드라인 수용개작 방법론에 의거하여 권고안을 작성하였다. 권고 내용은 다음과 같다. 우연히 발견된 전종격동 병변 환자에서 비종양성 질환 진단을 위하여 흉부 MRI를 권장한다. 폐 종괴가 발견된 진폐증 환자에서 악성 종양과 진행성거대섬유증의 감별 진단을 위하여 흉부 MRI를 권장한다. 악성 흉막 중피종 또는 비소세포 폐암 환자에서 흉벽, 척추, 횡격막 또는 혈관 침범이 의심되는 경우 흉부 MRI를 권장한다. 임산부에서 임상적으로 폐색전증이 의심되나, 다른 검사가 불충분할 경우 비조영 흉부 MRI 혹은 중등도 또는 저위험군 조영제를 가능한 최소한의 용량으로 사용하여 조영증강 흉부 MRI를 고려할 수 있다. 폐첨부 폐암 환자에서 근치적 절제술을 고려할 경우 혈관 및 경막 외 공간의 종양 침범을 확인하기 위해 흉부 MRI를 권고한다.