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])
ISSN0026-265X
EISSN1095-9149
卷号204
发表状态已发表
DOI10.1016/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
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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).
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