Dynamic evaluation of blood immune cells predictive of response to immune checkpoint inhibitors in NSCLC by multicolor spectrum flow cytometry

被引:9
作者
Ma, Weijie [1 ,2 ]
Wei, Sixi [1 ,9 ]
Long, Siqi [1 ]
Tian, Eddie C. [1 ]
Mclaughlin, Bridget [3 ]
Jaimes, Maria [4 ]
Montoya, Dennis J. [5 ]
Viswanath, Varun R. [1 ]
Chien, Jeremy [5 ]
Zhang, Qianjun [6 ]
Van Dyke, Jonathan E. [3 ]
Chen, Shuai [7 ]
Li, Tianhong [1 ,8 ]
机构
[1] Univ Calif Davis, Comprehens Canc Ctr, Dept Internal Med, Div Hematol Oncol,Sch Med, Sacramento, CA 95817 USA
[2] Dartmouth Hitchcock Med Ctr, Geisel Sch Med, Dept Pathol & Lab Med, Hanover, NH USA
[3] Univ Calif Davis, Flow Cytometry Shared Resource, Davis, CA USA
[4] Cytek Biosci, Fremont, CA USA
[5] Univ Calif Davis, Dept Biochem & Mol Med, Sacramento, CA USA
[6] Beckman Coulter Life Sci, San Jose, CA USA
[7] Univ Calif Davis, Dept Publ Hlth Sci, Div Biostat, Davis, CA USA
[8] Vet Affairs Northern Calif Hlth Care Syst, Med Serv, Hematol & Oncol, Mather, CA 95655 USA
[9] Guizhou Med Univ, Ctr Clin Labs, Affiliated Hosp, Guiyang, Guizhou, Peoples R China
关键词
immune biomarker; blood; predictive; multiplex; peripheral blood mononuclear cells; immune checkpoint inhibitors; spectrum flow cytometry; non-small cell lung cancer; LUNG-CANCER; TUMOR;
D O I
10.3389/fimmu.2023.1206631
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Introduction Immune checkpoint inhibitors (ICIs) only benefit a subset of cancer patients, underlining the need for predictive biomarkers for patient selection. Given the limitations of tumor tissue availability, flow cytometry of peripheral blood mononuclear cells (PBMCs) is considered a noninvasive method for immune monitoring. This study explores the use of spectrum flow cytometry, which allows a more comprehensive analysis of a greater number of markers using fewer immune cells, to identify potential blood immune biomarkers and monitor ICI treatment in non-small-cell lung cancer (NSCLC) patients.Methods PBMCs were collected from 14 non-small-cell lung cancer (NSCLC) patients before and after ICI treatment and 4 healthy human donors. Using spectrum flow cytometry, 24 immune cell markers were simultaneously monitored using only 1 million PBMCs. The results were also compared with those from clinical flow cytometry and bulk RNA sequencing analysis.Results Our findings showed that the measurement of CD4+ and CD8+ T cells by spectrum flow cytometry matched well with those by clinical flow cytometry (Pearson R ranging from 0.75 to 0.95) and bulk RNA sequencing analysis (R=0.80, P=1.3 x 10-4). A lower frequency of CD4+ central memory cells before treatment was associated with a longer median progression-free survival (PFS) [Not reached (NR) vs. 5 months; hazard ratio (HR)=8.1, 95% confidence interval (CI) 1.5-42, P=0.01]. A higher frequency of CD4-CD8- double-negative (DN) T cells was associated with a longer PFS (NR vs. 4.45 months; HR=11.1, 95% CI 2.2-55.0, P=0.003). ICIs significantly changed the frequency of cytotoxic CD8+PD1+ T cells, DN T cells, CD16+CD56dim and CD16+CD56- natural killer (NK) cells, and CD14+HLDRhigh and CD11c+HLADR + monocytes. Of these immune cell subtypes, an increase in the frequency of CD16+CD56dim NK cells and CD14+HLADRhigh monocytes after treatment compared to before treatment were associated with a longer PFS (NR vs. 5 months, HR=5.4, 95% CI 1.1-25.7, P=0.03; 7.8 vs. 3.8 months, HR=5.7, 95% CI 169 1.0-31.7, P=0.04), respectively.Conclusion Our preliminary findings suggest that the use of multicolor spectrum flow cytometry helps identify potential blood immune biomarkers for ICI treatment, which warrants further validation.
引用
收藏
页数:13
相关论文
共 48 条
[1]  
Anderson NM, 2020, CURR BIOL, V30, pR921, DOI 10.1016/j.cub.2020.06.081
[2]   A vaccine targeting resistant tumours by dual T cell plus NK cell attack [J].
Badrinath, Soumya ;
Dellacherie, Maxence O. ;
Li, Aileen ;
Zheng, Shiwei ;
Zhang, Xixi ;
Sobral, Miguel ;
Pyrdol, Jason W. ;
Smith, Kathryn L. ;
Lu, Yuheng ;
Haag, Sabrina ;
Ijaz, Hamza ;
Connor-Stroud, Fawn ;
Kaisho, Tsuneyasu ;
Dranoff, Glenn ;
Yuan, Guo-Cheng ;
Mooney, David J. ;
Wucherpfennig, Kai W. .
NATURE, 2022, 606 (7916) :992-+
[3]   Immune Checkpoint Inhibitors for the Treatment of Cancer: Clinical Impact and Mechanisms of Response and Resistance [J].
Bagchi, Sreya ;
Yuan, Robert ;
Engleman, Edgar G. .
ANNUAL REVIEW OF PATHOLOGY: MECHANISMS OF DISEASE, VOL 16, 2021, 2021, 16 :223-249
[4]   Full Spectrum Flow Cytometry as a Powerful Technology for Cancer Immunotherapy Research [J].
Bonilla, Diana L. ;
Reinin, Gil ;
Chua, Edmond .
FRONTIERS IN MOLECULAR BIOSCIENCES, 2021, 7
[5]  
Chen Justin A, 2020, Cancer Treat Res, V180, P251, DOI 10.1007/978-3-030-38862-1_9
[6]   High-dimensional mass cytometry analysis of NK cell alterations in AML identifies a subgroup with adverse clinical outcome [J].
Chretien, Anne-Sophie ;
Devillier, Raynier ;
Granjeaud, Samuel ;
Cordier, Charlotte ;
Demerle, Clemence ;
Salem, Nassim ;
Wlosik, Julia ;
Orlanducci, Florence ;
Gorvel, Laurent ;
Fattori, Stephane ;
Hospital, Marie-Anne ;
Pakradouni, Jihane ;
Gregori, Emilie ;
Paul, Magali ;
Rochigneux, Philippe ;
Pagliardini, Thomas ;
Morey, Mathieu ;
Fauriat, Cyril ;
Dulphy, Nicolas ;
Toubert, Antoine ;
Luche, Herve ;
Malissen, Marie ;
Blaise, Didier ;
Nunes, Jacques A. ;
Vey, Norbert ;
Olive, Daniel .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2021, 118 (22)
[7]   New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1) [J].
Eisenhauer, E. A. ;
Therasse, P. ;
Bogaerts, J. ;
Schwartz, L. H. ;
Sargent, D. ;
Ford, R. ;
Dancey, J. ;
Arbuck, S. ;
Gwyther, S. ;
Mooney, M. ;
Rubinstein, L. ;
Shankar, L. ;
Dodd, L. ;
Kaplan, R. ;
Lacombe, D. ;
Verweij, J. .
EUROPEAN JOURNAL OF CANCER, 2009, 45 (02) :228-247
[8]   Systemic CD4 Immunity and PD-L1/PD-1 Blockade Immunotherapy [J].
Escors, David ;
Bocanegra, Ana ;
Chocarro, Luisa ;
Blanco, Ester ;
Pineiro-Hermida, Sergio ;
Garnica, Maider ;
Fernandez-Rubio, Leticia ;
Vera, Ruth ;
Arasanz, Hugo ;
Kochan, Grazyna .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (21)
[9]   Non-Small Cell Lung Cancer, Version 2.2021 Featured Updates to the NCCN Guidelines [J].
Ettinger, David S. ;
Wood, Douglas E. ;
Aisner, Dara L. ;
Akerley, Wallace ;
Bauman, Jessica R. ;
Bharat, Ankit ;
Bruno, Debora S. ;
Chang, Joe Y. ;
Chirieac, Lucian R. ;
D'Amico, Thomas A. ;
Dilling, Thomas J. ;
Dowell, Jonathan ;
Gettinger, Scott ;
Gubens, Matthew A. ;
Hegde, Aparna ;
Hennon, Mark ;
Lackner, Rudy P. ;
Lanuti, Michael ;
Leal, Ticiana A. ;
Lin, Jules ;
Loo, Billy W., Jr. ;
Lovly, Christine M. ;
Martins, Renato G. ;
Massarelli, Erminia ;
Morgensztern, Daniel ;
Ng, Thomas ;
Otterson, Gregory A. ;
Patel, Sandip P. ;
Riely, Gregory J. ;
Schild, Steven E. ;
Shapiro, Theresa A. ;
Singh, Aditi P. ;
Stevenson, James ;
Tam, Alda ;
Yanagawa, Jane ;
Yang, Stephen C. ;
Gregory, Kristina M. ;
Hughes, Miranda .
JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2021, 19 (03) :254-266
[10]   PD-L1 targeting high-affinity NK (t-haNK) cells induce direct antitumor effects and target suppressive MDSC populations [J].
Fabian, Kellsye P. ;
Padget, Michelle R. ;
Donahue, Renee N. ;
Solocinski, Kristen ;
Robbins, Yvette ;
Allen, Clint T. ;
Lee, John H. ;
Rabizadeh, Shahrooz ;
Soon-Shiong, Patrick ;
Schlom, Jeffrey ;
Hodge, James W. .
JOURNAL FOR IMMUNOTHERAPY OF CANCER, 2020, 8 (01)