Frontiers in Endocrinology | |
High-dimensional single-cell analysis unveils distinct immune signatures of peripheral blood in patients with pancreatic ductal adenocarcinoma | |
Endocrinology | |
Jianfeng Gao1  Fengchun Lu1  Yu Pan1  Yali Lin1  Jiajing Lin1  Yuan Ma1  Shi Wen1  Heguang Huang1  Zelin Hou1  Minggui Pan2  | |
[1] Department of General Surgery, Fujian Medical University Union Hospital, Fuzhou, China;Department of Oncology and Hematology and Division of Research, Kaiser Permanente, Santa Clara, CA, United States; | |
关键词: pancreatic ductal adenocarcinoma; single-cell sequencing; T-cell receptor immune signatures; tumor; signatures calculation; | |
DOI : 10.3389/fendo.2023.1181538 | |
received in 2023-03-07, accepted in 2023-05-09, 发布年份 2023 | |
来源: Frontiers | |
【 摘 要 】
IntroductionPancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies with poor response to immune checkpoint inhibitors. The mechanism of such poor response is not completely understood.MethodsWe assessed T-cell receptor (TCR) repertoire and RNA expression at the single-cell level using high-dimensional sequencing of peripheral blood immune cells isolated from PDAC patients and from healthy human controls. We validated RNA-sequencing data by performing mass cytometry (CyTOF) and by measuring serum levels of multiple immune checkpoint proteins.ResultsWe found that proportions of T cells (CD45+CD3+) were decreased in PDAC patients compared to healthy controls, while proportion of myeloid cells was increased. The proportion of cytotoxic CD8+ T cells and the level of cytotoxicity per cell were increased in PDAC patients, with reduced TCR clonal diversity. We also found a significantly enriched S100A9+ monocyte population and an increased level of TIM-3 expression in immune cells of peripheral blood in PDAC patients. In addition, the serum level of soluble TIM-3 (sTIM-3) was significantly higher in PDAC patients compared to the non-PDAC participants and correlated with worse survival in two independent PDAC cohorts. Moreover, sTIM-3 exhibited a valuable role in diagnosis of PDAC, with sensitivity and specificity of about 80% in the training and validation groups, respectively. We further established an integrated model by combining sTIM-3 and carbohydrate antigen 19- 9 (CA19-9), which had an area under the curve of 0.974 and 0.992 in training and validation cohorts, respectively.ConclusionOur RNA-seq and proteomic results provide valuable insight for understanding the immune cell composition of peripheral blood of patients with PDAC.
【 授权许可】
Unknown
Copyright © 2023 Pan, Gao, Lin, Ma, Hou, Lin, Wen, Pan, Lu and Huang
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