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Bankruptcy Prediction for Chinese Firms: Comparing Data Mining Tools With Logit Analysis
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作者 Wikil Kwak xiaoyan cheng +3 位作者 Jinlan Ni Yong Shi Guan Gong Nian Yan 《Journal of Modern Accounting and Auditing》 2014年第10期1030-1037,共8页
China's capital market is different from that of the US in economic, political, and socio-cultural ways. China's dynamic and fast growing economy for the past decade entails some structural changes and weaknesses an... China's capital market is different from that of the US in economic, political, and socio-cultural ways. China's dynamic and fast growing economy for the past decade entails some structural changes and weaknesses and as a consequence, there are some business failures. We propose bankruptcy prediction models using Chinese firm data via several data mining tools and traditional logit analysis. We used Chinese firm data one year prior to bankruptcy and our results suggest that the financial variables developed by Altman (1968) and Ohlson (1980) perform reasonably well in determining business failures of Chinese firms, but the overall prediction rate is low compared with those of the US or other countries' studies. The reasons for this low prediction rate may be structural weaknesses resulting from China's fast growth and immature capital market. 展开更多
关键词 China BANKRUPTCY data mining logit analysis
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A subpopulation of CD146^(+) macrophages enhances antitumor immunity by activating the NLRP3 inflammasome 被引量:1
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作者 Lin Jing Yunhe An +13 位作者 Tanxi Cai Jianquan Xiang Baoming Li Jiang Guo Xinran Ma Ling Wei Yanjie Tian xiaoyan cheng Xuehui Chen Zheng Liu Jing Feng Fuquan Yang Xiyun Yan Hongxia Duan 《Cellular & Molecular Immunology》 SCIE CAS CSCD 2023年第8期908-923,共16页
As one of the main tumor-infiltrating immune cell types, tumor-associated macrophages (TAMs) determine the efficacy of immunotherapy. However, limited knowledge about their phenotypically and functionally heterogeneou... As one of the main tumor-infiltrating immune cell types, tumor-associated macrophages (TAMs) determine the efficacy of immunotherapy. However, limited knowledge about their phenotypically and functionally heterogeneous nature restricts their application in tumor immunotherapy. In this study, we identified a subpopulation of CD146+ TAMs that exerted antitumor activity in both human samples and animal models. CD146 expression in TAMs was negatively controlled by STAT3 signaling. Reducing this population of TAMs promoted tumor development by facilitating myeloid-derived suppressor cell recruitment via activation of JNK signaling. Interestingly, CD146 was involved in the NLRP3 inflammasome-mediated activation of macrophages in the tumor microenvironment, partially by inhibiting transmembrane protein 176B (TMEM176B), an immunoregulatory cation channel. Treatment with a TMEM176B inhibitor enhanced the antitumor activity of CD146+ TAMs. These data reveal a crucial antitumor role of CD146+ TAMs and highlight the promising immunotherapeutic approach of inhibiting CD146 and TMEM176B. 展开更多
关键词 Tumor-associated macrophages CD146 INFLAMMASOME TMEM176B Tumor immunotherapy
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