School of Acupuncture-Moxibustion and Tuina, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.
Department of Electrical Engineering and Computer Science, University of Missouri, Columbia, MO 65211, USA.
J Healthc Eng. 2018 Aug 23;2018:9363820. doi: 10.1155/2018/9363820. eCollection 2018.
This study summarized asthma literature indexed in the Medical Literature Analysis and Retrieval System Online (MEDLINE) and explored the history and present trends of asthma cell research by stem frequency ranking to forecast the prospect of future work.
Literature was obtained from MEDLINE for the past 30 years and divided into three groups by decade as the retrieval time. The frequency of stemmed words in each group was calculated using Python with Apache Spark and the Natural Language Tool Kit for ranking. The unique stems or shared stems of 3 decades were summarized.
A total of 1331, 4393, and 7215 records were retrieved from 3 decades chronologically, and the stem ranking of the top 50 were listed by frequency. The number of stems shared with 3 decades was 26 and with the first and last 2 decades was 5 and 13.
The number of cell research studies of asthma has increased rapidly, and scholars have paid more attentions on experimental research, especially on mechanistic research. Eosinophils, mast cells, and T cells are the hot spots of immunocyte research, while epithelia and smooth muscle cells are the hot spots of structural cell research. The research trend is closely linked with the development of experimental technology, including animal models. Early studies featured basic research, but immunity research has dominated in recent decades. The distinct definition of asthma phenotypes associated with genetic characteristics, immunity research, and the introduction of new cells will be the hot spots in future work.
本研究总结了 MEDLINE 索引中的哮喘文献,并通过词频排名探讨了哮喘细胞研究的历史和现状趋势,以预测未来工作的前景。
从 MEDLINE 中获取过去 30 年的文献,并按检索时间分为 3 个十年组。使用 Python 结合 Apache Spark 和自然语言工具包计算每组中的词干频率进行排名。总结了 3 个十年的独特词干或共有词干。
按时间顺序,30 年来共检索到 1331、4393 和 7215 条记录,按频率列出了前 50 名的词干排名。与 3 个十年都共享的词干有 26 个,与前、后 2 个十年都共享的词干有 5 个和 13 个。
哮喘细胞研究数量迅速增加,学者们更加关注实验研究,尤其是机制研究。嗜酸性粒细胞、肥大细胞和 T 细胞是免疫细胞研究的热点,而上皮细胞和平滑肌细胞是结构细胞研究的热点。研究趋势与实验技术的发展密切相关,包括动物模型。早期研究以基础研究为特色,但近几十年来免疫研究占据主导地位。与遗传特征、免疫研究以及新细胞引入相关的哮喘表型的明确定义将成为未来工作的热点。