ShanghaiTech University Knowledge Management System
Rapid monitoring of T- lymphocyte CD4+/CD8+ratio in patient immune management by infrared spectroscopy of whole leukocytes | |
2024-09-01 | |
发表期刊 | MICROCHEMICAL JOURNAL (IF:4.9[JCR-2023],4.5[5-Year]) |
ISSN | 0026-265X |
EISSN | 1095-9149 |
卷号 | 204 |
发表状态 | 已发表 |
DOI | 10.1016/j.microc.2024.111070 |
摘要 | As an essential indicator of human immune status, the T- lymphocyte CD4+/CD8+ ratio can be used to monitor the progression of diverse pathological status, assess the effectiveness of treatment and prognosis. Unfortunately, the conventional method for detecting the T- lymphocyte CD4+/CD8+ ratio is time-consuming and costly. Here, the Fourier transform infrared (FTIR) spectroscopy analysis method was applied to 52 clinical samples of varying immune statuses, revealing the nature of changes in immune status. A fitted model was built using FTIR spectroscopy based on fluorescence activated cell sorting (FACS), providing a correlation formula between the concentration of leukocyte subpopulations and the corresponding infrared spectrum. It was shown that the Tlymphocyte CD4+/CD8+ ratio can be identified from the spectral features of whole leukocyte populations using the principal component analysis- linear discriminant analysis (PCA-LDA) model. To this end, it has been demonstrated that the parameter of beta-sheets/alpha-helix can separate sample sets in normal immune status with 100 % specificity and in abnormal immune status with 92 % sensitivity successfully by fitting protein secondary structures . It's an effective way to rapidly monitor T- lymphocyte CD4+/CD8+ ratio in patient immune management, which improves the effectiveness of clinical decision-making of treatment response. This way may serve as the basis for subsequent direct blood testing, and may be potentially utilized by hospitals in the future. |
关键词 | Immune management Infrared spectrum Machine learning Rapid detection |
URL | 查看原文 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key R & D Program of China[2021YFA0715500] ; National Natural Science Foundation of China (NSFC)[ |
WOS研究方向 | Chemistry |
WOS类目 | Chemistry, Analytical |
WOS记录号 | WOS:001262625900001 |
出版者 | ELSEVIER |
文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/404275 |
专题 | 物质科学与技术学院 生命科学与技术学院 物质科学与技术学院_特聘教授组_沈学础组 免疫化学研究所 免疫化学研究所_特聘教授组_抗体化学实验室 生命科学与技术学院_博士生 物质科学与技术学院_博士生 |
通讯作者 | Liu, Tingting; Wang, Shaowei |
作者单位 | 1.Chinese Acad Sci, Shanghai Inst Tech Phys, State Key Lab Infrared Phys, Shanghai 200083, Peoples R China 2.Shanghai Jiao Tong Univ, Xinhua Hosp, Dept Pediat Hematol Oncol, Sch Med, Kongjiang Rd 1665, Shanghai 200092, Peoples R China 3.ShanghaiTech Univ, Sch Phys Sci & Technol, Shanghai 201210, Peoples R China 4.ShanghaiTech Univ, Shanghai Inst Adv Immunochem Studies, Shanghai 201210, Peoples R China 5.ShanghaiTech Univ, Sch Life Sci & Technol, Sch Phys Sci & Technol, Shanghai 201210, Peoples R China 6.ShanghaiTech Univ, Gene Editing Ctr, Sch Life Sci & Technol, Shanghai 201210, Peoples R China 7.Shanghai Jiao Tong Univ, Xinhua Hosp, Dept Pathol, Sch Med, Kongjiang Rd 1665, Shanghai 200092, Peoples R China 8.Shanghai Jiao Tong Univ, Xinhua Hosp, Sch Med, Kongjiang Rd 1665, Shanghai 200092, Peoples R China 9.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
第一作者单位 | 物质科学与技术学院 |
推荐引用方式 GB/T 7714 | Xie, Leiying,Wang, Na,Yin, Qianqian,et al. Rapid monitoring of T- lymphocyte CD4+/CD8+ratio in patient immune management by infrared spectroscopy of whole leukocytes[J]. MICROCHEMICAL JOURNAL,2024,204. |
APA | Xie, Leiying.,Wang, Na.,Yin, Qianqian.,Zhang, Xiaoming.,Chen, Lei.,...&Shen, Xuechu.(2024).Rapid monitoring of T- lymphocyte CD4+/CD8+ratio in patient immune management by infrared spectroscopy of whole leukocytes.MICROCHEMICAL JOURNAL,204. |
MLA | Xie, Leiying,et al."Rapid monitoring of T- lymphocyte CD4+/CD8+ratio in patient immune management by infrared spectroscopy of whole leukocytes".MICROCHEMICAL JOURNAL 204(2024). |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 |
修改评论
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。