The normal human lymph node cell classification and landscape defined by high-dimensional spatial proteomic

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Updated October 23, 2025

To comprehensively classify in situ all cells in the human lymph node (LN) and provide spatial and mutual relational data for its constituents, we employed a 78-marker hyperplexed staining method, MILAN, and an analytical bioinformatic pipeline, BRAQUE, to characterize 19 LN samples free of pathology. We classified 77 cell types encompassing T, B, innate immune and stromal cells. By leveraging the expression profiles of TCF7 and co-inhibitory receptors distribution, CD4 and CD8 T-cells were classified into 27 subsets with distinct phenotypes and tissue locations. CD5 and TCF7 expression defined novel B-cell types. CD27+ mature B-cells occupied a novel 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, which should prompt new insight into LN physiology.

Maddalena M BolognesiIstituto di Bioimmagini e Sistemi Biologici Complessi (IBSBC) – CNR, Milanomaddalenamaria.bolognesi@cnr.it
Lorenzo Dall'OlioIRCCS Istituto delle Scienze Neurologiche di Bolognalorenzo.dallolio4@unibo.it
Gastone CastellaniUniversity of Bolognagastone.castellani@unibo.it
Giorgio CattorettiDepartment of Medicine and Surgery, Universitá di Milano-Bicoccagiorgio.cattoretti@unimib.it
Maddalena M Bolognesi (Experimental Scientist)1
Lorenzo Dall'Olio (Experimental Scientist)2
Giulio Eugenio Mandelli (Experimental Scientist)3
Luisa Lorenzi (Experimental Scientist)3
Francesca M Bosisio (Experimental Scientist)4
Ann M Haberman (Experimental Scientist)5
Govind Bhagat (Experimental Scientist)6
Simone Borghesi (Experimental Scientist)7
Mario R Faretta (Experimental Scientist)8
Gastone Castellani (Principal Investigator)9
Giorgio Cattoretti (Principal Investigator)10
1Istituto di Bioimmagini e Sistemi Biologici Complessi (IBSBC) – CNR, Milano
2IRCCS Istituto delle Scienze Neurologiche di Bologna
3Department of Molecular and Translational Medicine-DMMT, University of Brescia
4Department of imaging and pathology, KULeuven, Leuven, Belgium
5Yale University, New Haven, Connecticut, USA
6Columbia University Irving Medical Center and New York Presbyterian Hospital, NewYork, USA
7Department of Mathematics and Applications, University of Milano Bicocca, Milano
8European Institute of Oncology IRCCS, Milano
9University of Bologna
10Department of Medicine and Surgery, Universitá di Milano-Bicocca
None

To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/b10cd314-3e71-4437-9a16-77028d243e81

Supplementary links are provided by contributors and represent items such as additional data which can’t be hosted here; code that was used to analyze this data; or tools and visualizations associated with this specific dataset.

1.http://dx.doi.org/10.17632/3ntbp3zdzh.12.https://github.com/LorenzoDallOlio/BRAQUE.git3.https://github.com/MarioFaretta/AMICO.git
None

Atlas

None

Analysis Portals

None

Project Label

NormaLymphNode

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

Immune system

Organ Part

6 organ parts

Selected Cell Types

Unspecified

Disease Status (Specimen)

normal

Disease Status (Donor)

normal

Development Stage

8 development stages

Library Construction Method

Unspecified

Nucleic Acid Source

Unspecified

Paired End

Unspecified

Analysis Protocol

BRAQUE

File Format

4 file formats

Cell Count Estimate

7.0M

Donor Count

27
csv.zip26 file(s)pdf1 file(s)xlsx5 file(s)zip35 file(s)
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