CSF and blood samples from participants
The National Health Service Research Ethics Committee had approved this study (IRAS ID: 204872 and FIS PI15/00513), and all subjects have provided written informed consent to participate in the study.
CSF supernatants were collected and processed according to the standard procedures [16] from 71 patients with a diagnosis of RR-MS and Secondary progressive (SP)-MS and 12 with OND from Charing Cross Hospital of London.
Matched serum and CSF samples were collected from 65 patients with RR-MS and 35 with OND in Hospital Universitario Ramon y Cajal of Madrid. The demographic and clinical data of MS and OND were reported in Supplementary Table 1.
Cellular pellets from CSF centrifugation were investigated for surface and intracellular proteins by using multiparametric Flow cytometry analysis. FACSCanto II flow cytometer (BD Biosciences) was used to acquire the samples. The different cell subsets were identified according to the combination of markers shown in Supplementary Table 2.
Enzyme-linked immunosorbent assay (ELISA) and Electro chemiluminescent Assay
The ELISA was performed to investigate protein levels of sCD27, BAFF, CXCL13, IFN-g, TNF (DuoSet Elisa development System, R&D, UK) and NFL-light (Tecan, Switzerland) according to the manufacturing protocols. The MSD U-Plex plates were customised with the cytokines (IL-6, IL-10, TNF) and chemokines (CCL19, CXCL10, CXCL12) and developed as suggested by the supply (Meso Scale diagnostics, UK).
Cell culture and protein extraction
Peripheral blood mononuclear cells (PBMCs) were isolated from fresh blood samples of 25 healthy donors as described [20].
CD4, CD8 T and B cells were isolated using magnetic beads (Miltenyi Biotech, Germany) as suggested by the supply. CD19 B cells were stimulated with Immunoglobulin M (IgM, Invitrogen), CD40L (Invitrogen), cytosine phosphate guanine (CpG) deoxynucleotide (ODN 2006) (InvivoGen) and resiquimod (R848, Sigma-Aldrich). CD4 or CD8 T cells were stimulated in 96-well plates pre-coated with anti-CD3 (clone UCHT1, Biosciences). Supernatants from CD3 T and CD19 B cell cultures were collected and analysed for inflammatory cytokines by Elisa. Pelleted cells were resuspended in cell extraction buffer (RIPA buffer with protease inhibitor cocktail and EDTA, Invitrogen, UK) and after centrifugation, the protein quantification was performed on the collected supernatant with BCA protein assay (Pierce).
CRISPR/Cas9 RNPs
The CD27 gene ablation on CD4 T cells was performed as described [21].
Purification of extracellular vesicles
Extracellular vesicles were isolated from supernatants of CD4 T cells isolated from fresh PBMC as described [22] and the total protein extraction was performed on pelleted exosomes as described above.
Western blot analysis
Proteins were separated by 4–12% SDS-PAGE (Mini protean TGX stain-free gels, Bio-Rad, UK) and transferred onto PVDF membranes. The blots were blocked with 5% non-fat dry milk and incubated with the working concentration of primary and HRP-conjugated secondary antibodies (Invitrogen) as reported in Supplementary Table 3. The membranes were developed with an enhanced chemiluminescence (ECL) detection kit (Pierce).
Post-mortem CSF and brain tissues of patients with MS and controls
Snap-frozen brain and/or paraffin-embedded 4% paraformaldehyde-fixed (FFPE) tissues and matched CSF from a total of 55 cases with a diagnosis of SPMS and 17 control cases were provided by the UK Multiple Sclerosis Society Tissue Bank (Imperial College London, UK). Demographic and clinical features of MS cases were described in Supplementary Table 4 and control cases in Supplementary Table 5. FFPE tissues from 35 out of the 55 examined post-mortem MS cases were used for neuropathological investigation. The combined CSF samples were analysed for protein levels of sCD27 and sCD21 by using the R&D system Elisa kit and analysed by Simple Plex (ProteinSimple, San Jose, CA) following the manufacturer's instructions. In addition, the protein levels of CCL19, CXCL10, CXCL12, CXCL13, IL-6, IL-10, BAFF, IFN-g and NFL were determined using customised immune-assay multiplex Luminex technology (Bio-Plex X200 System equipped with a magnetic workstation, Bio-Rad, Hercules, CA, USA), following the procedure previously optimized [23].
Immunohistochemistry
Snap-frozen 10µm sections were fixed with cold methanol, treated with a solution of 0.3% hydrogen peroxidase, blocked with a solution of 2.5% horse serum and incubated with a working solution of primary antibody and horseradish peroxidase-conjugated secondary antibody. The slides were washed, stained in haematoxylin, washed in water, and dipped in solutions with rising percentages of ethanol 70%, 80%, 100% and 100% of Xylene. The slides were coverslipped and the images were acquired by using a slide scanner Leica biosystem Aperio AT2 and the cell count was performed by ImageJ Fiji software.
Immunofluorescence
An immunofluorescence assay was performed on snap-frozen sections. The slides were blocked in a solution of 2.5% horse serum, stained with a working solution of a combination of primary antibodies (mouse anti-human CD4, goat anti-human CD27, rabbit anti-human CD8, and mouse anti-human CD3, goat anti-human CD27 and rabbit anti-human CD20), stained with anti-rabbit biotin antibody in 2.5% horse serum and incubated with a working solution of secondary fluorescence antibodies (donkey anti-mouse 555, donkey anti-goat 488 and donkey streptavidin-647). Subsequently, the sections were stained with a DAPI solution (Roche Diagnostics GmbH, Germany), mounted with antifade medium (Vectashield, Vector laboratories) and coverslipped. The images were obtained by using a Leica TCS SP8 confocal microscope. Antibodies used in immunohistochemistry and immunofluorescence are given in Supplementary Tables 6 and 7.
Neuropathological characterization of brain tissues
A semiquantitative scoring system was developed in a subgroup of 35 MS cases to have a standardised measure of the degree of demyelination and inflammation in the different compartments examined (meninges, perivascular spaces, choroid plexus). The presence and extent of demyelination and the activity of MS cases were assessed by combining immunohistochemical detection of myelin oligodendrocyte glycoprotein (MOG) and major histocompatibility complex (MHC) class II combined with Luxol fast blue (LFB) staining on serial sections, as previously described [24, 25]. The percentage area of demyelinated white matter (WM) and grey matter (GM) was measured using Qpath [26]. According to previously published procedures [27], score 0 corresponds to absent/scarce (0–5 cells), 1 corresponds to moderate (6–25 cells), 2 corresponds to high (25–50 cells), 3 (> 50 cells) corresponds to elevated inflammatory infiltrate. All semi-quantitative scoring was performed on images acquired at 20x objective (field area 556.5 µm x 312,9 µm equal to 174128,85 µm²).
R analysis
PCA and HCA were made with R Studio version 4.0.2, Factoextra (10.7) and factoMiner packages, missMDA package for missing values., Corrplot and ggplot2 packages for hierarchical clustering, To establish whether sCD27 is a predicting factor for a specific neuropathological variable, we adopted the Random Forest Recursive Feature Elimination method (RF-RFE) [28]. In detail, a 10-iteration 5-fold cross-validation protocol was adopted, and performances were measured using the Mean Squared Error. The analyses were performed with MATLAB version R2022b.
Statistical analysis
Statistical analyses were performed using Prism version 9.2 (GraphPad Software Inc.) and MATLAB. Differences between groups were compared using the Mann-Whitney test, 2way Anova multiple comparisons, Ratio paired t-test, one sample t-test, Kruskal-Wallis test, and Dunn test. Correlations were assessed using the Spearman rank correlation. Flow cytometry analyses were performed using Flow-jo software version 10.6.1 (FlowJo LLC).