Single-cell RNA and T-cell receptor sequencing unveil mycosis fungoides heterogeneity and a possible gene signature

被引:0
|
作者
Srinivas, Nalini [1 ,2 ,3 ,4 ]
Peiffer, Lukas [1 ,2 ,5 ]
Horny, Kai [1 ,2 ]
Lei, Kuan Cheok [1 ,2 ]
Buus, Terkild B. [5 ]
Kubat, Linda [1 ,2 ,3 ,4 ]
Luo, Meng [1 ,2 ]
Yin, Menghong [1 ,2 ]
Spassova, Ivelina [1 ,2 ,3 ,4 ]
Sucker, Antje [3 ,4 ]
Farahpour, Farnoush [6 ,7 ]
Kehrmann, Jan [8 ]
Ugurel, Selma [3 ,4 ]
Livingstone, Elisabeth [3 ,4 ]
Gambichler, Thilo [9 ,10 ]
Odum, Niels [5 ]
Becker, Juergen C. [1 ,2 ,3 ,4 ]
机构
[1] Univ Med Essen, Translat Skin Canc Res, German Canc Consortium DKTK, Essen, Germany
[2] German Canc Res Ctr, Heidelberg, Germany
[3] Univ Hosp Essen, Dept Dermatol, Essen, Germany
[4] German Canc Consortium DKTK, partner site Essen Dusseldorf, Essen, Germany
[5] Univ Copenhagen, Dept Immunol & Microbiol, LEO Fdn, Skin Immunol Res Ctr, Copenhagen, Denmark
[6] Univ Duisburg Essen, Bioinformat & Computat Biophys, Essen, Germany
[7] Univ Hosp Essen, Inst Cell Biol Canc Res, Grp Mol Cell Biol, Essen, Germany
[8] Univ Duisburg Essen, Univ Hosp Essen, Inst Med Microbiol, Essen, Germany
[9] Ruhr Univ Bochum, Dept Dermatol, Bochum, Germany
[10] Univ Witten Herdecke, Dortmund Hosp, Dept Dermatol, Dortmund, Germany
来源
FRONTIERS IN ONCOLOGY | 2024年 / 14卷
关键词
CTCL; heterogeneity; malignant T cells; single-cell RNA sequencing; TCR sequencing; gene signature; EXPRESSION; RESPONSES; MELANOMA; T(H)2;
D O I
10.3389/fonc.2024.1408614
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Mycosis fungoides (MF) is the most common subtype of cutaneous T-cell lymphoma (CTCL). Comprehensive analysis of MF cells in situ and ex vivo is complicated by the fact that is challenging to distinguish malignant from reactive T cells with certainty.Methods To overcome this limitation, we performed combined single-cell RNA (scRNAseq) and T-cell receptor TCR sequencing (scTCRseq) of skin lesions of cutaneous MF lesions from 12 patients. A sufficient quantity of living T cells was obtained from 9 patients, but 2 had to be excluded due to unclear diagnoses (coexisting CLL or revision to a fixed toxic drug eruption).Results From the remaining patients we established single-cell mRNA expression profiles and the corresponding TCR repertoire of 18,630 T cells. TCR clonality unequivocally identified 13,592 malignant T cells. Reactive T cells of all patients clustered together, while malignant cells of each patient formed a unique cluster expressing genes typical of naive/memory, such as CD27, CCR7 and IL7R, or cytotoxic T cells, e.g., GZMA, NKG7 and GNLY. Genes encoding classic CTCL markers were not detected in all clusters, consistent with the fact that mRNA expression does not correlate linearly with protein expression. Nevertheless, we successfully pinpointed distinctive gene signatures differentiating reactive malignant from malignant T cells: keratins (KRT81, KRT86), galectins (LGALS1, LGALS3) and S100 genes (S100A4, S100A6) being overexpressed in malignant cells.Conclusions Combined scRNAseq and scTCRseq not only allows unambiguous identification of MF cells, but also revealed marked heterogeneity between and within patients with unexpected functional phenotypes. While the correlation between mRNA and protein abundance was limited with respect to established MF markers, we were able to identify a single-cell gene expression signature that distinguishes malignant from reactive T cells.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Mycosis fungoides and lymphomatoid papulosis sharing a monoclonal T-cell receptor gene (TCR) rearrangement
    Oscoz, Saioa
    Martinez de Espronceda, Inigi
    Santesteban, Raquel
    Loidi, Leire
    Valcayo, Ana
    Cordoba, Alicia
    Ignacio Yanguas, Juan
    JOURNAL OF THE AMERICAN ACADEMY OF DERMATOLOGY, 2018, 79 (03) : AB199 - AB199
  • [32] T-CELL RECEPTOR GENE REARRANGEMENT IN CANINE MYCOSIS-FUNGOIDES - FURTHER SUPPORT FOR A CANINE MODEL OF CUTANEOUS T-CELL LYMPHOMA
    FIVENSON, DP
    SAED, GM
    BECK, ER
    DUNSTAN, RW
    MOORE, PF
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1994, 102 (02) : 227 - 230
  • [33] HETEROGENEITY OF SINGLE-CELL CYTOKINE GENE-EXPRESSION IN CLONAL T-CELL POPULATIONS
    BUCY, RP
    PANOSKALTSISMORTARI, A
    HUANG, GQ
    LI, JM
    KARR, L
    ROSS, M
    RUSSELL, JH
    MURPHY, KM
    WEAVER, CT
    JOURNAL OF EXPERIMENTAL MEDICINE, 1994, 180 (04): : 1251 - 1262
  • [34] Single-cell RNA sequencing reveals specific T cell and fibroblast populations that can distinguish early mycosis fungoides from parapsoriasis and atopic dermatitis lesions
    Alkon, N.
    Drach, M.
    Shaw, L.
    Mann, U.
    Valencak, J.
    Weninger, W.
    Griss, J.
    Farlik, M.
    Jonak, C.
    Brunner, P. M.
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2022, 142 (12) : S256 - S256
  • [35] The Algorithm for Estimation of Human T-cell Receptor Repertoire with Single Cell RNA Sequencing
    Cho, Y.
    Yun, S.
    Han, M.
    Lee, M.
    Seok, J.
    JOURNAL OF MOLECULAR DIAGNOSTICS, 2018, 20 (06): : 905 - 905
  • [36] Heterogeneity of macrophages in atherosclerosis revealed by single-cell RNA sequencing
    Yu, Liwen
    Zhang, Yujie
    Liu, Changhao
    Wu, Xiao
    Wang, Shasha
    Sui, Wenhai
    Zhang, Yun
    Zhang, Cheng
    Zhang, Meng
    FASEB JOURNAL, 2023, 37 (03):
  • [37] Dissecting Cellular Heterogeneity Using Single-Cell RNA Sequencing
    Choi, Yoon Ha
    Kim, Jong Kyoung
    MOLECULES AND CELLS, 2019, 42 (03) : 189 - 199
  • [38] Single-Cell RNA Sequencing Unveils the Clonal and Transcriptional Landscape of Cutaneous T-Cell Lymphomas
    Gaydosik, Alyxzandria M.
    Stonesifer, Connor J.
    Khaleel, Alexandra E.
    Geskin, Larisa J.
    Fuschiotti, Patrizia
    CLINICAL CANCER RESEARCH, 2022, 28 (12) : 2610 - 2622
  • [39] Single-cell RNA sequencing reveals systemic T-cell abnormalities in palmar plantar pustulosis
    McCluskey, D.
    Mahil, S.
    Visvanathan, S.
    Baum, P.
    Barker, J.
    Smith, C.
    Capon, F.
    BRITISH JOURNAL OF DERMATOLOGY, 2022, 186 (01) : E4 - E4
  • [40] Unravelling glioblastoma heterogeneity by means of single-cell RNA sequencing
    Hernandez Martinez, Ana
    Madurga, Rodrigo
    Garcia-Romero, Noemi
    Ayuso-Sacido, Angel
    CANCER LETTERS, 2022, 527 : 66 - 79