The normal human lymph node cell classification and landscape defined by high-dimensional spatial proteomics
Lymph nodes (LN) are key secondary lymphoid organs (SLO) for a coordinated immune response. They have been extensively characterized by numerous investigative techniques chiefly as single cell suspensions because they are composed of vagile yet crowded hematolymphoid elements, unfriendly to spatial tissue organization-saving techniques. We comprehensively classify in situ all cells of 19 human LN free of pathology with a 78-marker antibody panel, an hyperplexed cyclic staining method, MILAN, and an analytical bioinformatic pipeline, BRAQUE. A total of 77 cell types were classified, encompassing T, B, innate immune and stromal cells. CD4 and CD8 T-cells were classified into 27 unique subsets by leveraging the expression profiles of TCF7, the presence of co-inhibitory receptors and the spatial distribution. CD5 and TCF7 expression defined novel B-cell types. CD27 + mature B-cells occupied previously unrecognized nodal spaces non-overlapping with the cortex and the plasma-cell rich medullary cords. Type 2 conventional dendritic cells were located in nodular paracortical aggregates. Statistically controlled pairwise neighborhood analysis showed sparse cell-cell interactions, known and new neighbors, established and novel LN landscape niches. A high-dimensional proteomic interrogation of the normal human LN provides spatial allocation of known cell types, novel interactions and the landscape organization.
Authors
- Govind Bhagat (ORCID: https://orcid.org/0000-0001-6250-048X)
- Mario Faretta (ORCID: https://orcid.org/0000-0003-1678-5781)
- Lorenzo Dall’Olio (ORCID: https://orcid.org/0000-0002-8907-0034)
- Luisa Lorenzi (ORCID: https://orcid.org/0000-0003-2483-2955)
- Maddalena M. Bolognesi (ORCID: https://orcid.org/0000-0002-8238-2369)
- Simone Borghesi (ORCID: https://orcid.org/0000-0001-8145-2364)
- Giorgio Cattoretti (ORCID: https://orcid.org/0000-0003-3799-3221)
- Giulio Eugenio Mandelli
- Gastone Castellani
- Francesca M Bosisio
- Ann M. Haberman
Institutions
- Columbia University Irving Medical Center (US)
- Yale University (US)
- Institute of Molecular Bioimaging and Physiology (IT)
- Azienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia (IT)
- VIB-KU Leuven Center for Microbiology (BE)
- Institute for Complex Systems (IT)
- European Institute of Oncology (IT)
- University of Milano-Bicocca (IT)
- University of Brescia (IT)
- University of Palermo (IT)
- University of Bologna (IT)
- KU Leuven (BE)
Publication Details
- Journal
- PLoS ONE
- Published
- 2026-04-21
- DOI
- https://doi.org/10.1371/journal.pone.0346693
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Fondazione AIRC per la ricerca sul cancro ETS
- University of Leeds
- Consiglio Nazionale delle Ricerche
- Regione Lombardia
- Council for Research in the Social Sciences, Columbia University
- Horizon 2020 Framework Programme
- European Research Council
- Universitaire Ziekenhuizen Leuven, KU Leuven