Repertoire-based mapping and time-tracking of T helper cell subsets in scRNA-Seq

. 2025 ; 16 () : 1536302. [epub] 20250404

Jazyk angličtina Země Švýcarsko Médium electronic-ecollection

Typ dokumentu časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/pmid40255395

INTRODUCTION: The functional programs of CD4+ T helper (Th) cell clones play a central role in shaping immune responses to different challenges. While advances in single-cell RNA sequencing (scRNA-Seq) have significantly improved our understanding of the diversity of Th cells, the relationship between scRNA-Seq clusters and the traditionally characterized Th subsets remains ambiguous. METHODS: In this study, we introduce TCR-Track, a method leveraging immune repertoire data to map phenotypically sorted Th subsets onto scRNA-Seq profiles. RESULTS AND DISCUSSION: This approach accurately positions the Th1, Th1-17, Th17, Th22, Th2a, Th2, T follicular helper (Tfh), and regulatory T-cell (Treg) subsets, outperforming mapping based on CITE-Seq. Remarkably, the mapping is tightly focused on specific scRNA-Seq clusters, despite 4-year interval between subset sorting and the effector CD4+ scRNA-Seq experiment. These findings highlight the intrinsic program stability of Th clones circulating in peripheral blood. Repertoire overlap analysis at the scRNA-Seq level confirms that the circulating Th1, Th2, Th2a, Th17, Th22, and Treg subsets are clonally independent. However, a significant clonal overlap between the Th1 and cytotoxic CD4+ T-cell clusters suggests that cytotoxic CD4+ T cells differentiate from Th1 clones. In addition, this study resolves a longstanding ambiguity: we demonstrate that, while CCR10+ Th cells align with a specific Th22 scRNA-Seq cluster, CCR10-CCR6+CXCR3-CCR4+ cells, typically classified as Th17, represent a mixture of bona fide Th17 cells and clonally unrelated CCR10low Th22 cells. The clear distinction between the Th17 and Th22 subsets should influence the development of vaccine- and T-cell-based therapies. Furthermore, we show that severe acute SARS-CoV-2 infection induces systemic type 1 interferon (IFN) activation of naive Th cells. An increased proportion of effector IFN-induced Th cells is associated with a moderate course of the disease but remains low in critical COVID-19 cases. Using integrated scRNA-Seq, TCR-Track, and CITE-Seq data from 122 donors, we provide a comprehensive Th scRNA-Seq reference that should facilitate further investigation of Th subsets in fundamental and clinical studies.

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Kunzli M, Masopust D. Cd4(+) T cell memory. Nat Immunol. (2023) 24:903–14. doi:  10.1038/s41590-023-01510-4 PubMed DOI PMC

Sallusto F. Heterogeneity of human cd4(+) T cells against microbes. Annu Rev Immunol. (2016) 34:317–34. doi:  10.1146/annurev-immunol-032414-112056 PubMed DOI

Borst J, Ahrends T, Babala N, Melief CJM, Kastenmuller W. Cd4(+) T cell help in cancer immunology and immunotherapy. Nat Rev Immunol. (2018) 18:635–47. doi:  10.1038/s41577-018-0044-0 PubMed DOI

McDonald DR. Th17 deficiency in human disease. J Allergy Clin Immunol. (2012) 129:1429–35; quiz 36-7. doi:  10.1016/j.jaci.2012.03.034 PubMed DOI PMC

Cook MC, Tangye SG. Primary immune deficiencies affecting lymphocyte differentiation: lessons from the spectrum of resulting infections. Int Immunol. (2009) 21:1003–11. doi:  10.1093/intimm/dxp076 PubMed DOI

Hernandez-Santos N, Huppler AR, Peterson AC, Khader SA, McKenna KC, Gaffen SL. Th17 cells confer long-term adaptive immunity to oral mucosal candida albicans infections. Mucosal Immunol. (2013) 6:900–10. doi:  10.1038/mi.2012.128 PubMed DOI PMC

Misiak A, Leuzzi R, Allen AC, Galletti B, Baudner BC, D'Oro U, et al. Addition of a tlr7 agonist to an acellular pertussis vaccine enhances th1 and th17 responses and protective immunity in a mouse model. Vaccine. (2017) 35:5256–63. doi:  10.1016/j.vaccine.2017.08.009 PubMed DOI

Bacher P, Scheffold A. Antigen-specific regulatory T-cell responses against aeroantigens and their role in allergy. Mucosal Immunol. (2018) 11:1537–50. doi:  10.1038/s41385-018-0038-z PubMed DOI

McGee HS, Agrawal DK. Th2 cells in the pathogenesis of airway remodeling: regulatory T cells a plausible panacea for asthma. Immunologic Res. (2006) 35:219–32. doi:  10.1385/IR:35:3:219 PubMed DOI

Finotto S. T-cell regulation in asthmatic diseases. Chem Immunol Allergy. (2008) 94:83–92. doi:  10.1159/000154869 PubMed DOI

Izraelson M, Metsger M, Davydov AN, Shagina IA, Dronina MA, Obraztsova AS, et al. Distinct organization of adaptive immunity in the long-lived rodent spalax galili. Nat Aging. (2021) 1:179–89. doi:  10.1038/s43587-021-00029-3 PubMed DOI

Osnes LT, Nakken B, Bodolay E, Szodoray P. Assessment of intracellular cytokines and regulatory cells in patients with autoimmune diseases and primary immunodeficiencies - novel tool for diagnostics and patient follow-up. Autoimmun Rev. (2013) 12:967–71. doi:  10.1016/j.autrev.2013.02.003 PubMed DOI

Costa N, Marques O, Godinho SI, Carvalho C, Leal B, Figueiredo AM, et al. Two separate effects contribute to regulatory T cell defect in systemic lupus erythematosus patients and their unaffected relatives. Clin Exp Immunol. (2017) 189:318–30. doi:  10.1111/cei.12991 PubMed DOI PMC

Bonelli M, Savitskaya A, von Dalwigk K, Steiner CW, Aletaha D, Smolen JS, et al. Quantitative and qualitative deficiencies of regulatory T cells in patients with systemic lupus erythematosus (Sle). Int Immunol. (2008) 20:861–8. doi:  10.1093/intimm/dxn044 PubMed DOI

Miyara M, Amoura Z, Parizot C, Badoual C, Dorgham K, Trad S, et al. Global natural regulatory T cell depletion in active systemic lupus erythematosus. J Immunol. (2005) 175:8392–400. doi:  10.4049/jimmunol.175.12.8392 PubMed DOI

Protti MP, De Monte L, Di Lullo G. Tumor antigen-specific cd4+ T cells in cancer immunity: from antigen identification to tumor prognosis and development of therapeutic strategies. Tissue Antigens. (2014) 83:237–46. doi:  10.1111/tan.12329 PubMed DOI

Andreatta M, Tjitropranoto A, Sherman Z, Kelly MC, Ciucci T, Carmona SJ. A cd4(+) T cell reference map delineates subtype-specific adaptation during acute and chronic viral infections. eLife. (2022) 11. doi:  10.7554/eLife.76339 PubMed DOI PMC

Yasumizu Y, Takeuchi D, Morimoto R, Takeshima Y, Okuno T, Kinoshita M, et al. Single-cell transcriptome landscape of circulating cd4 PubMed DOI PMC

Radtke D, Thuma N, Schulein C, Kirchner P, Ekici AB, Schober K, et al. Th2 single-cell heterogeneity and clonal distribution at distant sites in helminth-infected mice. eLife. (2022) 11. doi:  10.7554/eLife.74183 PubMed DOI PMC

Schmiedel BJ, Gonzalez-Colin C, Fajardo V, Rocha J, Madrigal A, Ramirez-Suastegui C, et al. Single-cell eqtl analysis of activated T cell subsets reveals activation and cell type-dependent effects of disease-risk variants. Sci Immunol. (2022) 7:eabm2508. doi:  10.1126/sciimmunol.abm2508 PubMed DOI PMC

Zhang B, Wang J, Wang X, Zhu J, Liu Q, Shi Z, et al. Proteogenomic characterization of human colon and rectal cancer. Nature. (2014) 513:382–7. doi:  10.1038/nature13438 PubMed DOI PMC

Reimegard J, Tarbier M, Danielsson M, Schuster J, Baskaran S, Panagiotou S, et al. A combined approach for single-cell mrna and intracellular protein expression analysis. Commun Biol. (2021) 4:624. doi:  10.1038/s42003-021-02142-w PubMed DOI PMC

Stoeckius M, Hafemeister C, Stephenson W, Houck-Loomis B, Chattopadhyay PK, Swerdlow H, et al. Simultaneous epitope and transcriptome measurement in single cells. Nat Methods. (2017) 14:865–8. doi:  10.1038/nmeth.4380 PubMed DOI PMC

Peterson VM, Zhang KX, Kumar N, Wong J, Li L, Wilson DC, et al. Multiplexed quantification of proteins and transcripts in single cells. Nat Biotechnol. (2017) 35:936–9. doi:  10.1038/nbt.3973 PubMed DOI

Shahi P, Kim SC, Haliburton JR, Gartner ZJ, Abate AR. Abseq: ultrahigh-throughput single cell protein profiling with droplet microfluidic barcoding. Sci Rep. (2017) 7:44447. doi:  10.1038/srep44447 PubMed DOI PMC

Murphy KM, Stockinger B. Effector T cell plasticity: flexibility in the face of changing circumstances. Nat Immunol. (2010) 11:674–80. doi:  10.1038/ni.1899 PubMed DOI PMC

Kiner E, Willie E, Vijaykumar B, Chowdhary K, Schmutz H, Chandler J, et al. Gut cd4(+) T cell phenotypes are a continuum molded by microbes, not by T(H) archetypes. Nat Immunol. (2021) 22:216–28. doi:  10.1038/s41590-020-00836-7 PubMed DOI PMC

Kasatskaya SA, Ladell K, Egorov ES, Miners KL, Davydov AN, Metsger M, et al. Functionally specialized human cd4(+) T-cell subsets express physicochemically distinct tcrs. eLife. (2020) 9. doi:  10.7554/eLife.57063 PubMed DOI PMC

Knudson CJ, Ferez M, Alves-Peixoto P, Erkes DA, Melo-Silva CR, Tang L, et al. Mechanisms of antiviral cytotoxic cd4 T cell differentiation. J Virol. (2021) 95:e0056621. doi:  10.1128/JVI.00566-21 PubMed DOI PMC

Hoeks C, Duran G, Hellings N, Broux B. When helpers go above and beyond: development and characterization of cytotoxic cd4(+) T cells. Front Immunol. (2022) 13:951900. doi:  10.3389/fimmu.2022.951900 PubMed DOI PMC

Stephenson E, Reynolds G, Botting RA, Calero-Nieto FJ, Morgan MD, Tuong ZK, et al. Single-cell multi-omics analysis of the immune response in covid-19. Nat Med. (2021) 27:904–16. doi:  10.1038/s41591-021-01329-2 PubMed DOI PMC

Shugay M, Bagaev DV, Turchaninova MA, Bolotin DA, Britanova OV, Putintseva EV, et al. Vdjtools: unifying post-analysis of T cell receptor repertoires. PloS Comput Biol. (2015) 11:e1004503. doi:  10.1371/journal.pcbi.1004503 PubMed DOI PMC

Izraelson M, Nakonechnaya TO, Moltedo B, Egorov ES, Kasatskaya SA, Putintseva EV, et al. Comparative analysis of murine T-cell receptor repertoires. Immunology. (2018) 153:133–44. doi:  10.1111/imm.12857 PubMed DOI PMC

Cheroutre H, Husain MM. Cd4 ctl: living up to the challenge. Semin Immunol. (2013) 25:273–81. doi:  10.1016/j.smim.2013.10.022 PubMed DOI PMC

Patil VS, Madrigal A, Schmiedel BJ, Clarke J, O'Rourke P, de Silva AD, et al. Precursors of human cd4(+) cytotoxic T lymphocytes identified by single-cell transcriptome analysis. Sci Immunol. (2018) 3. doi:  10.1126/sciimmunol.aan8664 PubMed DOI PMC

Hashimoto K, Kouno T, Ikawa T, Hayatsu N, Miyajima Y, Yabukami H, et al. Single-cell transcriptomics reveals expansion of cytotoxic cd4 T cells in supercentenarians. Proc Natl Acad Sci U.S.A. (2019) 116:24242–51. doi:  10.1073/pnas.1907883116 PubMed DOI PMC

Brenna E, Davydov AN, Ladell K, McLaren JE, Bonaiuti P, Metsger M, et al. Cd4(+) T follicular helper cells in human tonsils and blood are clonally convergent but divergent from non-tfh cd4(+) cells. Cell Rep. (2020) 30:137–52 e5. doi:  10.1016/j.celrep.2019.12.016 PubMed DOI PMC

Kilpatrick RD, Rickabaugh T, Hultin LE, Hultin P, Hausner MA, Detels R, et al. Homeostasis of the naive cd4+ T cell compartment during aging. J Immunol. (2008) 180:1499–507. doi:  10.4049/jimmunol.180.3.1499 PubMed DOI PMC

Egorov ES, Kasatskaya SA, Zubov VN, Izraelson M, Nakonechnaya TO, Staroverov DB, et al. The changing landscape of naive T cell receptor repertoire with human aging. Front Immunol. (2018) 9:1618. doi:  10.3389/fimmu.2018.01618 PubMed DOI PMC

Bunis DG, Bronevetsky Y, Krow-Lucal E, Bhakta NR, Kim CC, Nerella S, et al. Single-cell mapping of progressive fetal-to-adult transition in human naive T cells. Cell Rep. (2021) 34:108573. doi:  10.1016/j.celrep.2020.108573 PubMed DOI PMC

Silva SL, Albuquerque AS, Matoso P, Charmeteau-de-Muylder B, Cheynier R, Ligeiro D, et al. Il-7-induced proliferation of human naive cd4 T-cells relies on continued thymic activity. Front Immunol. (2017) 8:20. doi:  10.3389/fimmu.2017.00020 PubMed DOI PMC

Seumois G, Ramirez-Suastegui C, Schmiedel BJ, Liang S, Peters B, Sette A, et al. Single-cell transcriptomic analysis of allergen-specific T cells in allergy and asthma. Sci Immunol. (2020) 5. doi:  10.1126/sciimmunol.aba6087 PubMed DOI PMC

Scharf L, Axelsson H, Emmanouilidi A, Mathew NR, Sheward DJ, Leach S, et al. Longitudinal single-cell analysis of sars-cov-2-reactive B cells uncovers persistence of early-formed, antigen-specific clones. JCI Insight. (2023) 8. doi:  10.1172/jci.insight.165299 PubMed DOI PMC

McNab F, Mayer-Barber K, Sher A, Wack A, O'Garra A. Type I interferons in infectious disease. Nat Rev Immunol. (2015) 15:87–103. doi:  10.1038/nri3787 PubMed DOI PMC

Deep D, Gudjonson H, Brown CC, Rose SA, Sharma R, Paucar Iza YA, et al. Precursor central memory versus effector cell fate and naive cd4+ T cell heterogeneity. J Exp Med. (2024) 221. doi:  10.1084/jem.20231193 PubMed DOI PMC

Duhen T, Geiger R, Jarrossay D, Lanzavecchia A, Sallusto F. Production of interleukin 22 but not interleukin 17 by a subset of human skin-homing memory T cells. Nat Immunol. (2009) 10:857–63. doi:  10.1038/ni.1767 PubMed DOI

Barnes JL, Plank MW, Asquith K, Maltby S, Sabino LR, Kaiko GE, et al. T-helper 22 cells develop as a distinct lineage from th17 cells during bacterial infection and phenotypic stability is regulated by T-bet. Mucosal Immunol. (2021) 14:1077–87. doi:  10.1038/s41385-021-00414-6 PubMed DOI

Perez LG, Kempski J, McGee HM, Pelzcar P, Agalioti T, Giannou A, et al. Tgf-beta signaling in th17 cells promotes il-22 production and colitis-associated colon cancer. Nat Commun. (2020) 11:2608. doi:  10.1038/s41467-020-16363-w PubMed DOI PMC

Plank MW, Kaiko GE, Maltby S, Weaver J, Tay HL, Shen W, et al. Th22 cells form a distinct th lineage from th17 cells PubMed DOI PMC

Eizenberg-Magar I, Rimer J, Zaretsky I, Lara-Astiaso D, Reich-Zeliger S, Friedman N. Diverse continuum of cd4(+) T-cell states is determined by hierarchical additive integration of cytokine signals. Proc Natl Acad Sci U.S.A. (2017) 114:E6447–E56. doi:  10.1073/pnas.1615590114 PubMed DOI PMC

King CL, Malhotra I, Wamachi A, Kioko J, Mungai P, Wahab SA, et al. Acquired immune responses to plasmodium falciparum merozoite surface protein-1 in the human fetus. J Immunol. (2002) 168:356–64. doi:  10.4049/jimmunol.168.1.356 PubMed DOI

Li N, van Unen V, Abdelaal T, Guo N, Kasatskaya SA, Ladell K, et al. Memory cd4(+) T cells are generated in the human fetal intestine. Nat Immunol. (2019) 20:301–12. doi:  10.1038/s41590-018-0294-9 PubMed DOI PMC

Pogorelyy MV, Elhanati Y, Marcou Q, Sycheva AL, Komech EA, Nazarov VI, et al. Persisting fetal clonotypes influence the structure and overlap of adult human T cell receptor repertoires. PloS Comput Biol. (2017) 13:e1005572. doi:  10.1371/journal.pcbi.1005572 PubMed DOI PMC

Prescott SL, Macaubas C, Smallacombe T, Holt BJ, Sly PD, Holt PG. Development of allergen-specific T-cell memory in atopic and normal children. Lancet. (1999) 353:196–200. doi:  10.1016/S0140-6736(98)05104-6 PubMed DOI

Huygens A, Dauby N, Vermijlen D, Marchant A. Immunity to cytomegalovirus in early life. Front Immunol. (2014) 5:552. doi:  10.3389/fimmu.2014.00552 PubMed DOI PMC

Renz H, Skevaki C. Early life microbial exposures and allergy risks: opportunities for prevention. Nat Rev Immunol. (2021) 21:177–91. doi:  10.1038/s41577-020-00420-y PubMed DOI

Pieren DKJ, Boer MC, de Wit J. The adaptive immune system in early life: the shift makes it count. Front Immunol. (2022) 13:1031924. doi:  10.3389/fimmu.2022.1031924 PubMed DOI PMC

Naniche D, Garenne M, Rae C, Manchester M, Buchta R, Brodine SK, et al. Decrease in measles virus-specific cd4 T cell memory in vaccinated subjects. J Infect Dis. (2004) 190:1387–95. doi:  10.1086/424571 PubMed DOI

Jokinen S, Osterlund P, Julkunen I, Davidkin I. Cellular immunity to mumps virus in young adults 21 years after measles-mumps-rubella vaccination. J Infect Dis. (2007) 196:861–7. doi:  10.1086/521029 PubMed DOI

Yoshida K, Cologne JB, Cordova K, Misumi M, Yamaoka M, Kyoizumi S, et al. Aging-related changes in human T-cell repertoire over 20years delineated by deep sequencing of peripheral T-cell receptors. Exp gerontology. (2017) 96:29–37. doi:  10.1016/j.exger.2017.05.015 PubMed DOI

Becattini S, Latorre D, Mele F, Foglierini M, De Gregorio C, Cassotta A, et al. T cell immunity. Functional heterogeneity of human memory cd4(+) T cell clones primed by pathogens or vaccines. Science. (2015) 347:400–6. doi:  10.1126/science.1260668 PubMed DOI

Krienke C, Kolb L, Diken E, Streuber M, Kirchhoff S, Bukur T, et al. A noninflammatory mrna vaccine for treatment of experimental autoimmune encephalomyelitis. Science. (2021) 371:145–53. doi:  10.1126/science.aay3638 PubMed DOI

Gammon JM, Carey ST, Saxena V, Eppler HB, Tsai SJ, Paluskievicz C, et al. Engineering the lymph node environment promotes antigen-specific efficacy in type 1 diabetes and islet transplantation. Nat Commun. (2023) 14:681. doi:  10.1038/s41467-023-36225-5 PubMed DOI PMC

Britanova OV, Lupyr KR, Staroverov DB, Shagina IA, Aleksandrov AA, Ustyugov YY, et al. Targeted depletion of trbv9(+) T cells as immunotherapy in a patient with ankylosing spondylitis. Nat Med. (2023) 29:2731–6. doi:  10.1038/s41591-023-02613-z PubMed DOI PMC

Uenishi GI, Repic M, Yam JY, Landuyt A, Saikumar-Lakshmi P, Guo T, et al. Gnti-122: an autologous antigen-specific engineered treg cell therapy for type 1 diabetes. JCI Insight. (2024) 9. doi:  10.1172/jci.insight.171844 PubMed DOI PMC

Dempsey ME, Woodford-Berry O, Darling EM. Quantification of antibody persistence for cell surface protein labeling. Cell Mol Bioeng. (2021) 14:267–77. doi:  10.1007/s12195-021-00670-3 PubMed DOI PMC

LeBlanc G, Kreissl FK, Melamed J, Sobel AL, Constantinides MG. The role of unconventional T cells in maintaining tissue homeostasis. Semin Immunol. (2022) 61-64:101656. doi:  10.1016/j.smim.2022.101656 PubMed DOI PMC

Rosati E, Rios Martini G, Pogorelyy MV, Minervina AA, Degenhardt F, Wendorff M, et al. A novel unconventional T cell population enriched in crohn's disease. Gut. (2022) 71:2194–204. doi:  10.1136/gutjnl-2021-325373 PubMed DOI PMC

Crowther MD, Dolton G, Legut M, Caillaud ME, Lloyd A, Attaf M, et al. Genome-wide crispr-cas9 screening reveals ubiquitous T cell cancer targeting via the monomorphic mhc class I-related protein mr1. Nat Immunol. (2020) 21:178–85. doi:  10.1038/s41590-019-0578-8 PubMed DOI PMC

Davey MS, Willcox CR, Hunter S, Kasatskaya SA, Remmerswaal EBM, Salim M, et al. The human vdelta2(+) T-cell compartment comprises distinct innate-like vgamma9(+) and adaptive vgamma9(-) subsets. Nat Commun. (2018) 9:1760. doi:  10.1038/s41467-018-04076-0 PubMed DOI PMC

Galletti G, De Simone G, Mazza EMC, Puccio S, Mezzanotte C, Bi TM, et al. Two subsets of stem-like cd8(+) memory T cell progenitors with distinct fate commitments in humans. Nat Immunol. (2020) 21:1552–62. doi:  10.1038/s41590-020-0791-5 PubMed DOI PMC

Stewart A, Ng JC, Wallis G, Tsioligka V, Fraternali F, Dunn-Walters DK. Single-cell transcriptomic analyses define distinct peripheral B cell subsets and discrete development pathways. Front Immunol. (2021) 12:602539. doi:  10.3389/fimmu.2021.602539 PubMed DOI PMC

Hao Y, Hao S, Andersen-Nissen E, Mauck WM, 3rd, Zheng S, Butler A, et al. Integrated analysis of multimodal single-cell data. Cell. (2021) 184:3573–87 e29. doi:  10.1016/j.cell.2021.04.048 PubMed DOI PMC

Denisenko E, Guo BB, Jones M, Hou R, de Kock L, Lassmann T, et al. Systematic assessment of tissue dissociation and storage biases in single-cell and single-nucleus rna-seq workflows. Genome Biol. (2020) 21:130. doi:  10.1186/s13059-020-02048-6 PubMed DOI PMC

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