Methods for high-dimensonal analysis of cells dissociated from cyropreserved synovial tissue

被引:98
作者
Donlin, Laura T. [1 ,2 ]
Rao, Deepak A. [3 ]
Wei, Kevin [3 ]
Slowikowski, Kamil [3 ,4 ]
McGeachy, Mandy J. [5 ]
Turner, Jason D. [6 ]
Meednu, Nida [7 ]
Mizoguchi, Fumitaka [3 ]
Gutierrez-Arcelus, Maria [3 ,4 ]
Lieb, David J. [4 ]
Keegan, Joshua [3 ]
Muskat, Kaylin [8 ]
Hillman, Joshua [8 ]
Rozo, Cristina [1 ]
Ricker, Edd [1 ,2 ]
Eisenhaure, Thomas M. [4 ]
Li, Shuqiang [4 ]
Browne, Edward P. [4 ]
Chicoine, Adam [3 ]
Sutherby, Danielle [4 ]
Noma, Akiko [4 ]
Nusbaum, Chad [4 ]
Kelly, Stephen [9 ]
Pernis, Alessandra B. [1 ,2 ]
Ivashkiv, Lionel B. [1 ,2 ]
Goodman, Susan M. [1 ,2 ]
Robinson, William H. [10 ]
Utz, Paul J. [10 ]
Lederer, James A. [3 ]
Gravallese, Ellen M. [11 ]
Boyce, Brendan F. [7 ]
Hacohen, Nir [4 ,12 ]
Pitzalis, Costantino [13 ]
Gregersen, Peter K. [14 ]
Firestein, Gary S. [8 ]
Raychaudhuri, Soumya [3 ]
Moreland, Larry W. [5 ]
Holers, V. Michael [15 ]
Bykerk, Vivian P. [1 ,2 ]
Filer, Andrew [6 ]
Boyle, David L. [8 ]
Brenner, Michael B. [3 ]
Anolik, Jennifer H. [7 ]
机构
[1] Hosp Special Surg, New York, NY 10021 USA
[2] Weill Cornell Med Coll, New York, NY 10065 USA
[3] Harvard Med Sch, Brigham & Womens Hosp, Boston, MA 02115 USA
[4] Broad Inst MIT & Harvard Univ, Cambridge, MA 02142 USA
[5] Univ Pittsburgh, Sch Med, Pittsburgh, PA 15261 USA
[6] Univ Birmingham, Queen Elizabeth Hosp, Birmingham B15 2WB, W Midlands, England
[7] Univ Rochester, Med Ctr, Rochester, NY 14642 USA
[8] Univ Calif San Diego, Sch Med, La Jolla, CA 92093 USA
[9] Barts Hlth NHS Trust, Mile End Hosp, London E1 1BB, England
[10] Stanford Univ, Sch Med, Stanford, CA 94305 USA
[11] Univ Massachusetts, Med Sch, Worcester, MA 01605 USA
[12] Harvard Med Sch, Massachusetts Gen Hosp, Boston, MA 02114 USA
[13] Queen Mary Univ London, London E1 4NS, England
[14] Feinstein Inst Med Res, Manhasset, NY 11030 USA
[15] Univ Colorado, Denver Sch Med, Aurora, CO 80045 USA
基金
美国国家卫生研究院; 英国惠康基金;
关键词
Rheumatoid arthritis; Synovial tissue; Accelerating Medicines Partnership; RNA sequencing; CyTOF; Mass cytometry; Arthroplasty; Synovial biopsy; SYSTEMIC-LUPUS-ERYTHEMATOSUS; RHEUMATOID-ARTHRITIS; RNA-SEQ; PERIPHERAL-BLOOD; GENE-EXPRESSION; B-CELLS; HETEROGENEITY; RITUXIMAB; BIOPSY; JOINT;
D O I
10.1186/s13075-018-1631-y
中图分类号
R5 [内科学];
学科分类号
100201 [内科学];
摘要
Background: Detailed molecular analyses of cells from rheumatoid arthritis (RA) synovium hold promise in identifying cellular phenotypes that drive tissue pathology and joint damage. The Accelerating Medicines Partnership RA/SLE Network aims to deconstruct autoimmune pathology by examining cells within target tissues through multiple high-dimensional assays. Robust standardized protocols need to be developed before cellular phenotypes at a single cell level can be effectively compared across patient samples. Methods: Multiple clinical sites collected cryopreserved synovial tissue fragments from arthroplasty and synovial biopsy in a 10% DMSO solution. Mechanical and enzymatic dissociation parameters were optimized for viable cell extraction and surface protein preservation for cell sorting and mass cytometry, as well as for reproducibility in RNA sequencing (RNA-seq). Cryopreserved synovial samples were collectively analyzed at a central processing site by a custom-designed and validated 35-marker mass cytometry panel. In parallel, each sample was flow sorted into fibroblast, T-cell, B-cell, and macrophage suspensions for bulk population RNA-seq and plate-based single-cell CEL-Seq2 RNA-seq. Results: Upon dissociation, cryopreserved synovial tissue fragments yielded a high frequency of viable cells, comparable to samples undergoing immediate processing. Optimization of synovial tissue dissociation across six clinical collection sites with similar to 30 arthroplasty and similar to 20 biopsy samples yielded a consensus digestion protocol using 100 mu g/ml of Liberase (TM) TL enzyme preparation. This protocol yielded immune and stromal cell lineages with preserved surface markers and minimized variability across replicate RNA-seq transcriptomes. Mass cytometry analysis of cells from cryopreserved synovium distinguished diverse fibroblast phenotypes, distinct populations of memory B cells and antibody-secreting cells, and multiple CD4(+) and CD8(+) T-cell activation states. Bulk RNA-seq of sorted cell populations demonstrated robust separation of synovial lymphocytes, fibroblasts, and macrophages. Single-cell RNA-seq produced transcriptomes of over 1000 genes/cell, including transcripts encoding characteristic lineage markers identified. Conclusions: We have established a robust protocol to acquire viable cells from cryopreserved synovial tissue with intact transcriptomes and cell surface phenotypes. A centralized pipeline to generate multiple high-dimensional analyses of synovial tissue samples collected across a collaborative network was developed. Integrated analysis of such datasets from large patient cohorts may help define molecular heterogeneity within RA pathology and identify new therapeutic targets and biomarkers.
引用
收藏
页数:15
相关论文
共 42 条
[1]
Joint-specific DNA methylation and transcriptome signatures in rheumatoid arthritis identify distinct pathogenic processes [J].
Ai, Rizi ;
Hammaker, Deepa ;
Boyle, David L. ;
Morgan, Rachel ;
Walsh, Alice M. ;
Fan, Shicai ;
Firestein, Gary S. ;
Wang, Wei .
NATURE COMMUNICATIONS, 2016, 7
[2]
viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia [J].
Amir, El-ad David ;
Davis, Kara L. ;
Tadmor, Michelle D. ;
Simonds, Erin F. ;
Levine, Jacob H. ;
Bendall, Sean C. ;
Shenfeld, Daniel K. ;
Krishnaswamy, Smita ;
Nolan, Garry P. ;
Pe'er, Dana .
NATURE BIOTECHNOLOGY, 2013, 31 (06) :545-+
[3]
Rituximab improves peripheral B cell abnormalities in human systemic lupus erythematosus [J].
Anolik, JH ;
Barnard, J ;
Cappione, A ;
Pugh-Bernard, AE ;
Felgar, RE ;
Looney, RJ ;
Sanz, I .
ARTHRITIS AND RHEUMATISM, 2004, 50 (11) :3580-3590
[4]
Gene expression profiling in the synovium identifies a predictive signature of absence of response to adalimumab therapy in rheumatoid arthritis [J].
Badot, Valerie ;
Galant, Christine ;
Toukap, Adrien Nzeusseu ;
Theate, Ivan ;
Maudoux, Anne-Lise ;
Van den Eynde, Benoit J. ;
Durez, Patrick ;
Houssiau, Frederic A. ;
Lauwerys, Bernard R. .
ARTHRITIS RESEARCH & THERAPY, 2009, 11 (02)
[5]
Comparative Genomic Profiling of Synovium Versus Skin Lesions in Psoriatic Arthritis [J].
Belasco, Jennifer ;
Louie, James S. ;
Gulati, Nicholas ;
Wei, Nathan ;
Nograles, Kristine ;
Fuentes-Duculan, Judilyn ;
Mitsui, Hiroshi ;
Suarez-Farinas, Mayte ;
Krueger, James G. .
ARTHRITIS & RHEUMATOLOGY, 2015, 67 (04) :934-944
[6]
Quantitative biomarker analysis of synovial gene expression by real-time PCR [J].
Boyle, DL ;
Rosengren, S ;
Bugbee, W ;
Kavanaugh, A ;
Firestein, GS .
ARTHRITIS RESEARCH & THERAPY, 2003, 5 (06) :R352-R360
[7]
Stromal cell markers are differentially expressed in the synovial tissue of patients with early arthritis [J].
Choi, Ivy Y. ;
Karpus, Olga N. ;
Turner, Jason D. ;
Hardie, Debbie ;
Marshall, Jennifer L. ;
de Hair, Maria J. H. ;
Maijer, Karen I. ;
Tak, Paul P. ;
Raza, Karim ;
Hamann, Jorg ;
Buckley, Christopher D. ;
Gerlag, Danielle M. ;
Filer, Andrew .
PLOS ONE, 2017, 12 (08)
[8]
PHENOTYPIC ANALYSIS OF SYNOVIAL TISSUE AND PERIPHERAL-BLOOD LYMPHOCYTES ISOLATED FROM PATIENTS WITH RHEUMATOID-ARTHRITIS [J].
CUSH, JJ ;
LIPSKY, PE .
ARTHRITIS AND RHEUMATISM, 1988, 31 (10) :1230-1238
[9]
Synovial phenotypes in rheumatoid arthritis correlate with response to biologic therapeutics [J].
Dennis, Glynn, Jr. ;
Holweg, Cecile T. J. ;
Kummerfeld, Sarah K. ;
Choy, David F. ;
Setiadi, A. Francesca ;
Hackney, Jason A. ;
Haverty, Peter M. ;
Gilbert, Houston ;
Lin, Wei Yu ;
Diehl, Lauri ;
Fischer, S. ;
Song, An ;
Musselman, David ;
Klearman, Micki ;
Gabay, Cem ;
Kavanaugh, Arthur ;
Endres, Judith ;
Fox, David A. ;
Martin, Flavius ;
Townsend, Michael J. .
ARTHRITIS RESEARCH & THERAPY, 2014, 16 (02)
[10]
Single cell RNA sequencing to dissect the molecular heterogeneity in lupus nephritis [J].
der, EVan ;
Ranabothu, Saritha ;
Suryawanshi, Hemant ;
Akat, Kemal M. ;
Clancy, Robert ;
Morozov, Pavel ;
Kustagi, Manjunath ;
Czuppa, Mareike ;
Izmirly, Peter ;
Belmont, H. Michael ;
Wang, Tao ;
Jordan, Nicole ;
Bornkamp, Nicole ;
Nwaukoni, Janet ;
Martinez, July ;
Goilav, Beatrice ;
Buyon, Jill P. ;
Tuschl, Thomas ;
Putterman, Chaim .
JCI INSIGHT, 2017, 2 (09)