Single-cell analysis can define distinct evolution of tumor sites in follicular lymphoma

被引:60
作者
Haebe, Sarah [1 ]
Shree, Tanaya [1 ]
Sathe, Anuja [1 ]
Day, Grady [1 ]
Czerwinski, Debra K. [1 ]
Grimes, Susan M. [2 ]
Lee, HoJoon [1 ]
Binkley, Michael S. [3 ]
Long, Steven R. [4 ]
Martin, Brock [4 ]
Ji, Hanlee P. [1 ,2 ]
Levy, Ronald [1 ]
机构
[1] Stanford Univ, Dept Med, Div Oncol, Sch Med, Stanford, CA 94305 USA
[2] Stanford Univ, Stanford Genome Technol Ctr, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Radiat Oncol, Sch Med, Stanford, CA 94305 USA
[4] Stanford Univ, Sch Med, Dept Pathol, Stanford, CA 94305 USA
基金
美国国家卫生研究院;
关键词
SURVIVAL; HETEROGENEITY; EXPRESSION;
D O I
10.1182/blood.2020009855
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Tumor heterogeneity complicates biomarker development and fosters drug resistance in solid malignancies. In lymphoma, our knowledge of site-to-site heterogeneity and its clinical implications is still limited. Here, we profiled 2 nodal, synchronously acquired tumor samples from 10 patients with follicular lymphoma (FL) using single-cell RNA, B-cell receptor (BCR) and T-cell receptor sequencing, and flow cytometry. By following the rapidly mutating tumor immunoglobulin genes, we discovered that BCR subclones were shared between the 2 tumor sites in some patients, but in many patients, the disease had evolved separately with limited tumor cell migration between the sites. Patients exhibiting divergent BCR evolution also exhibited divergent tumor gene-expression and cell-surface protein profiles. While the overall composition of the tumor microenvironment did not differ significantly between sites, we did detect a specific correlation between site-to-site tumor heterogeneity and T follicular helper (Tfh) cell abundance. We further observed enrichment of particular ligand-receptor pairs between tumor and Tfh cells, including CD40 and CD40LG, and a significant correlation between tumor CD40 expression and Tfh proliferation. Our study may explain discordant responses to systemic therapies, underscores the difficulty of capturing a patient's disease with a single biopsy, and furthers our understanding of tumor-immune networks in FL.
引用
收藏
页码:2869 / 2880
页数:12
相关论文
共 51 条
[1]   Phase I Study of the Humanized Anti-CD40 Monoclonal Antibody Dacetuzumab in Refractory or Recurrent Non-Hodgkin's Lymphoma [J].
Advani, Ranjana ;
Forero-Torres, Andres ;
Furman, Richard R. ;
Rosenblatt, Joseph D. ;
Younes, Anas ;
Ren, Hong ;
Harrop, Kate ;
Whiting, Nancy ;
Drachman, Jonathan G. .
JOURNAL OF CLINICAL ONCOLOGY, 2009, 27 (26) :4371-4377
[2]   Blocking IL1 Beta Promotes Tumor Regression and Remodeling of the Myeloid Compartment in a Renal Cell Carcinoma Model: Multidimensional Analyses [J].
Aggen, David H. ;
Ager, Casey R. ;
Obradovic, Aleksandar Z. ;
Chowdhury, Nivedita ;
Ghasemzadeh, Ali ;
Mao, Wendy ;
Chaimowitz, Matthew G. ;
Lopez-Bujanda, Zoila A. ;
Spina, Catherine S. ;
Hawley, Jessica E. ;
Dallos, Matthew C. ;
Zhang, Cheng ;
Wang, Vinson ;
Li, Hu ;
Guo, Xinzheng, V ;
Drake, Charles G. .
CLINICAL CANCER RESEARCH, 2021, 27 (02) :608-621
[3]   Population-Based Analysis of Incidence and Outcome of Transformed Non-Hodgkin's Lymphoma [J].
Al-Tourah, Abdulwahab J. ;
Gill, Karamjit K. ;
Chhanabhai, Mukesh ;
Hoskins, Paul J. ;
Klasa, Richard J. ;
Savage, Kerry J. ;
Sehn, Laurie H. ;
Shenkier, Tamara N. ;
Gascoyne, Randy D. ;
Connors, Joseph M. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (32) :5165-5169
[4]   Characterization of intratumoral follicular helper T cells in follicular lymphoma: role in the survival of malignant B cells [J].
Ame-Thomas, P. ;
Le Priol, J. ;
Yssel, H. ;
Caron, G. ;
Pangault, C. ;
Jean, R. ;
Martin, N. ;
Marafioti, T. ;
Gaulard, P. ;
Lamy, T. ;
Fest, T. ;
Semana, G. ;
Tarte, K. .
LEUKEMIA, 2012, 26 (05) :1053-1063
[5]   CD10 delineates a subset of human IL-4 producing follicular helper T cells involved in the survival of follicular lymphoma B cells [J].
Ame-Thomas, Patricia ;
Hoeller, Sylvia ;
Artchounin, Catherine ;
Misiak, Jan ;
Braza, Mounia Sabrina ;
Jean, Rachel ;
Le Priol, Jerome ;
Monvoisin, Celine ;
Martin, Nadine ;
Gaulard, Philippe ;
Tarte, Karin .
BLOOD, 2015, 125 (15) :2381-2385
[6]   Single-cell RNA-Seq of follicular lymphoma reveals malignant B-cell types and coexpression of T-cell immune checkpoints [J].
Andor, Noemi ;
Simonds, Erin F. ;
Czerwinski, Debra K. ;
Chen, Jiamin ;
Grimes, Susan M. ;
Wood-Bouwens, Christina ;
Zheng, Grace X. Y. ;
Kubit, Matthew A. ;
Greer, Stephanie ;
Weiss, William A. ;
Levy, Ronald ;
Ji, Hanlee P. .
BLOOD, 2019, 133 (10) :1119-1129
[7]   Pan-cancer analysis of the extent and consequences of intratumor heterogeneity [J].
Andor, Noemi ;
Graham, Trevor A. ;
Jansen, Marnix ;
Xia, Li C. ;
Aktipis, C. Athena ;
Petritsch, Claudia ;
Ji, Hanlee P. ;
Maley, Carlo C. .
NATURE MEDICINE, 2016, 22 (01) :105-+
[8]   Single-Cell Transcriptome Analysis Reveals Disease-Defining T-cell Subsets in the Tumor Microenvironment of Classic Hodgkin Lymphoma [J].
Aoki, Tomohiro ;
Chong, Lauren C. ;
Takata, Katsuyoshi ;
Milne, Katy ;
Hav, Monirath ;
Colombo, Anthony ;
Chavez, Elizabeth A. ;
Nissen, Michael ;
Wang, Xuehai ;
Miyata-Takata, Tomoko ;
Lam, Vivian ;
Vigano, Elena ;
Woolcock, Bruce W. ;
Telenius, Adele ;
Li, Michael Y. ;
Healy, Shannon ;
Ghesquiere, Chanel ;
Kos, Daniel ;
Goodyear, Talia ;
Veldman, Johanna ;
Zhang, Allen W. ;
Kim, Jubin ;
Saberi, Saeed ;
Ding, Jiarui ;
Farinha, Pedro ;
Weng, Andrew P. ;
Savage, Kerry J. ;
Scott, David W. ;
Krystal, Gerald ;
Nelson, Brad H. ;
Mottok, Anja ;
Merchant, Akil ;
Shah, Sohrab P. ;
Steidl, Christian .
CANCER DISCOVERY, 2020, 10 (03) :406-421
[9]   Genomic profiling reveals spatial intra-tumor heterogeneity in follicular lymphoma [J].
Araf, Shamzah ;
Wang, Jun ;
Korfi, Koorosh ;
Pangault, Celine ;
Kotsiou, Eleni ;
Rio-Machin, Ana ;
Rahim, Tahrima ;
Heward, James ;
Clear, Andrew ;
Iqbal, Sameena ;
Davies, Jeff K. ;
Johnson, Peter ;
Calaminici, Maria ;
Montoto, Silvia ;
Auer, Rebecca ;
Chelala, Claude ;
Gribben, John G. ;
Graham, Trevor A. ;
Fest, Thierry ;
Fitzgibbon, Jude ;
Okosun, Jessica .
LEUKEMIA, 2018, 32 (05) :1258-1263
[10]   Loss of the HVEM Tumor Suppressor in Lymphoma and Restoration by Modified CAR-T Cells [J].
Boice, Michael ;
Salloum, Darin ;
Mourcin, Frederic ;
Sanghvi, Viraj ;
Amin, Rada ;
Oricchio, Elisa ;
Jiang, Man ;
Mottok, Anja ;
Denis-Lagache, Nicolas ;
Ciriello, Giovanni ;
Tam, Wayne ;
Teruya-Feldstein, Julie ;
de Stanchina, Elisa ;
Chan, Wing C. ;
Malek, Sami N. ;
Ennishi, Daisuke ;
Brentjens, Renier J. ;
Gascoyne, Randy D. ;
Cogne, Michel ;
Tarte, Karin ;
Wendel, Hans-Guido .
CELL, 2016, 167 (02) :405-+