Natalizumab (NZM), a humanized monoclonal IgG4 antibody to α4 integrins, is used to treat patients with relapsing-remitting multiple sclerosis (MS)1,2, but in about 6% of the cases persistent neutralizing anti-drug antibodies (ADAs) are induced leading to therapy discontinuation3,4. To understand the basis of the ADA response and the mechanism of ADA-mediated neutralization, we performed an in-depth analysis of the B and T cell responses in two patients. By characterizing a large panel of NZM-specific monoclonal antibodies, we found that, in both patients, the response was polyclonal and targeted different epitopes of the NZM idiotype. The neutralizing activity was acquired through somatic mutations and correlated with a slow dissociation rate, a finding that was supported by structural data. Interestingly, in both patients, the analysis of the CD4+ T cell response, combined with mass spectrometry-based peptidomics, revealed a single immunodominant T cell epitope spanning the FR2-CDR2 region of the NZM light chain. Moreover, a CDR2-modified version of NZM was not recognized by T cells, while retaining binding to α4 integrins. Collectively, our integrated analysis identifies the basis of T-B collaboration that leads to ADA-mediated therapeutic resistance and delineates an approach to design novel deimmunized antibodies for autoimmune disease and cancer treatment.
Natalizumab (NZM), a humanized monoclonal IgG4 antibody to α4 integrins, is used to treat patients with relapsing-remitting multiple sclerosis (MS)1,2, but in about 6% of the cases persistent neutralizing anti-drug antibodies (ADAs) are induced leading to therapy discontinuation3,4. To understand the basis of the ADA response and the mechanism of ADA-mediated neutralization, we performed an in-depth analysis of the B and T cell responses in two patients. By characterizing a large panel of NZM-specific monoclonal antibodies, we found that, in both patients, the response was polyclonal and targeted different epitopes of the NZM idiotype. The neutralizing activity was acquired through somatic mutations and correlated with a slow dissociation rate, a finding that was supported by structural data. Interestingly, in both patients, the analysis of the CD4+ T cell response, combined with mass spectrometry-based peptidomics, revealed a single immunodominant T cell epitope spanning the FR2-CDR2 region of the NZM light chain. Moreover, a CDR2-modified version of NZM was not recognized by T cells, while retaining binding to α4 integrins. Collectively, our integrated analysis identifies the basis of T-B collaboration that leads to ADA-mediated therapeutic resistance and delineates an approach to design novel deimmunized antibodies for autoimmune disease and cancer treatment.
The therapeutic use of monoclonal antibodies and other biopharmaceutical products
can result in an immune response to the drug that, in some cases, affects its efficacy
due to the production of neutralizing ADAs[5]. Several clinical studies have measured ADA levels in sera of
selected cohorts of patients and concluded that not all antibody responses lead to drug
neutralization[6-11]. However, an explanation for these
heterogeneous responses and an integrated characterization of the B and T cell responses
to the drug are still missing. In this study, we isolated NZM-specific B and T cell
clones from memory cells of two MS patients, who had a hypersensitivity reaction
following drug infusion and developed high titers of ADAs (Supplementary Table 1 and Supplementary
Fig. 1).To identify NZM-specific antibodies, we screened supernatants of immortalized B
cells[12] and isolated 30 and 10
anti-NZM monoclonal antibodies from patients A and B, respectively (Fig. 1). Most antibodies from patient A showed high affinity for NZM
(KD values 1-6,790 pM, median 6.1 pM), while antibodies from patient B showed lower
affinity (KD values 0.4-22.7 nM, median 2.3 nM) (Supplementary Table 2). Sixty percent (18/30) of the antibodies
from patient A potently inhibited binding of NZM to α4 integrins on the surface
of T cells (IC90 values 17-271 ng/ml, defined as NAbs, neutralizing antibodies), while
the remaining showed reduced or no inhibitory capacity (IC90 values > 1,000
ng/ml, defined as BAbs, binding antibodies) (Fig.
2a and Supplementary Table
2). Interestingly, patient B developed only non-neutralizing BAbs, a finding
that may be related to the lower number of NZM infusions received.
Fig. 1
V(D)J gene usage and epitope mapping of 40 anti-natalizumab monoclonal
antibodies.
The colored cells show the binding of the antibodies to six selected NZM variants
in which individual CDRs were swapped with the counterparts of the human
scaffold antibody used for NZM humanization (H, heavy chain; L, light chain; 1,
CDR1; 2, CDR2; 3, CDR3). Shown is the percentage of binding of the antibodies to
the NZM CDR swap variants relative to NZM, as tested by ELISA, with a
three-color gradation scale from minimum (0%, blue) to maximum (100%, white). OD
values and exact % binding values are shown in Source Data 1.
Fig. 2
The neutralizing activity of ADAs is acquired through somatic mutations and
correlates with a slow dissociation rate.
a, Dose-dependent inhibition of NZM binding to T cells of four
representative antibodies (two NAbs in black and two BAbs in red) compared to an
unrelated antibody used as a control (representative of n = 2 independent
experiments). The dotted line indicates the 90% of inhibition. b,
Positive and negative selection strengths (Σ) in CDRs and FRs of 18 NAb
and 12 BAb heavy chain sequences from patient A (black and dotted black lines)
and 10 BAb heavy chain sequences from patient B (red line) estimated using the
Bayesian estimation of Antigen-driven SELectIoN (BASELINe), which compares the
observed frequencies of replacement and silent mutations with the expected
mutations. c, Kinetics of binding of two representative antibodies
(NAA84 and NAA32) to different doses of NZM as measured by SPR (representative
of n = 2 independent experiments). The dotted line separates the association and
the dissociation phase. RU, resonance units. d, Correlation of NZM
neutralization (expressed as IC90, i.e. the antibody concentration required for
90% inhibition of NZM binding to T cells) with association constant
(ka, upper panel) and dissociation constant (kd, lower
panel) of n = 40 antibodies measured through SPR (representative of n = 2
experiments). BAbs and NAbs are shown as red and black symbols (circle for
patient A and diamond for patient B), respectively. A two-tailed
Spearman’s correlation was performed; r coefficient, 0.4070
(ka) and 0.7673 (kd); 95% confidence interval, 0.09993
to 0.6433 (ka) and 0.5928 to 0.8730 (kd). e,
Comparison of binding to NZM expressed as half-maximal effective concentration,
EC50 (upper panel) and NZM neutralization expressed as IC90 (lower panel)
between the unmutated common ancestor (UCA) and the wild type (WT) versions of
seven representative antibodies (four BAbs and three NAbs) (representative of n
= 2 independent experiments). The dotted line indicates the threshold of
neutralization set at 1,000 ng/ml.
The antibodies isolated were mostly IgG1-λ, used different V(D)J genes and
showed moderate levels of somatic mutations (Fig.
1). NAbs from patient A carried a high load of replacement mutations in the
complementary determining regions (CDRs), consistent with an antigen-driven selection
(Fig. 2b), while BAbs, from both patients,
carried few replacement mutations in the CDRs. The antibody fine specificity was tested
using 64 NZM variants generated by swapping the hypervariable CDR loops with the
counterparts of the human scaffold antibody used for NZM humanization (Extended Data Fig. 1a-b). The antibodies recognized
epitopes comprising one to six NZM CDRs, with preferential recognition of the heavy
chain CDRs (Fig. 1 and Extended Data Fig. 1c). These findings demonstrate that NZM induces
a neutralizing polyclonal anti-idiotypic antibody response that targets multiple
epitopes located primarily in the heavy chain CDRs.
Extended Data Fig. 1
Epitope mapping of NZM-specific antibodies.
a, Alignment of NZM heavy and light chain variable
regions (NZM VH and NZM VL) to the human scaffold antibody counterparts
(21/28’CL and REI) used for NZM humanization. Mutated residues are
shown in red. Dots indicate the same residue. b, Scheme of the
8 heavy and 8 light chains variants of NZM that were combined in an 8x8
matrix to express 64 different NZM CDR swap variants. c,
Cluster analysis of binding of 30 antibodies isolated from patient A to the
64 NZM swap variants by ELISA. BAbs and NAbs are indicated on the x-axis in
red and black, respectively. The NZM swap variants are shown on the right
y-axis (H, heavy chain; L, light chain; 1, CDR1; 2, CDR2; 3, CDR3). Optical
density (OD) values are shown with a two-color gradation scale from minimum
(white) to maximum (blue).
The difference in neutralizing activity of the anti-NZM antibodies isolated may
be due to the binding to distinct epitopes or, alternatively, to different affinity or
kinetics of binding. When compared for their capacity to bind to the 64 NZM CDR swap
variants, BAbs and NAbs did not cluster separately (Extended Data Fig. 1c), indicating that the difference is not related to
epitope specificity. However, BAbs and NAbs showed different binding kinetics, as
assessed by surface plasmon resonance (SPR). In particular, while the association
constant (ka) was comparable, NAbs showed a lower dissociation constant
(kd) that significantly correlated with NZM neutralization ability (Fig. 2c-d and Supplementary Table 2). The role of somatic mutations was addressed
by comparing the antibodies to the unmutated common ancestors (UCAs). In three out of
four BAbs tested, the UCAs had low binding affinity for NZM, which was increased by
somatic mutations. In contrast, in two out of three NAbs tested, the UCAs showed already
high affinity, but required somatic mutations to gain full neutralizing activity (Fig. 2e). Collectively, these findings indicate a
critical role for somatic mutations in the generation of high-affinity antibodies and
highlight the importance of dissociation rate for ADA neutralizing activity.We next determined the crystal structure of a BAb (NAA32) and a NAb (NAA84) in
complex with NZM. With 2.8 Å resolution, the structures revealed that both
antibodies interacted with the same surface area on NZM but engaged the molecule with
different orientation (Fig. 3a and Supplementary Table 3). NAA32 and
NAA84 recognized 22 and 18 residues of NZM CDRs, respectively, which were mostly located
in the heavy chain, a finding consistent with the CDR swap variant specificity (Fig. 3b). In particular, 14 of these residues were
recognized by both antibodies, highlighting potential immunodominant B-cell epitopes on
NZM. The contact surface area between NAA32 and NZM was 757Å[2], although the main interactions occurred
at two separate contact points leaving an empty space in between the two interfaces
(Fig. 3c and Extended Data Fig. 2a). In contrast, the contact surface area between NAA84
and NZM was 617Å[2], but
interactions were much tighter, with deeper residue contacts and contiguous surface
complementarity that could account for its slower dissociation rate from NZM (Fig. 3c and Extended
Data Fig. 2a). Importantly, the NZM surface area engaged by NAA32 and NAA84
overlaps with the area engaged by α4 integrin[13] with 13 shared residues (Fig.
3b). While both NAA32 and NAA84 antibodies occluded α4 integrin
binding site, neither of them provided molecular mimicry of the integrin, which
exhibited a different binding orientation (Extended Data
Fig. 2b). Together with the functional data, these structural data suggest
that the difference between BAbs and NAbs cannot be explained by the fine epitope
specificity, but rather by the strength and the fit of the interaction with NZM.
Fig. 3
Structural features of the interaction of NZM with a NAb and a BAb.
a, Superimposition of the antigen-binding fragment of NZM in complex
with NAA84 (NAb, green) and NAA32 (BAb, cyan). NZM heavy and light chains are
shown in salmon and slate blue, respectively. Proteins are displayed in ribbon
diagram. b, Alignment of the NZM residues that are recognized by
NAA32, NAA84 and α4 integrin. c, Detailed visualization of
the interacting interfaces of NZM and NAA32 (left) and NAA84 (right). The
antibodies are shown as ribbon diagrams with overlapping surfaces. The Sc values
were 0.696 and 0.707 for NAA32/NZM and NAA84/NZM complexes, respectively.
Extended Data Fig. 2
Structural details of the interaction of NZM with a NAb, a BAb and
α4-integrin.
a, Closer view of the interaction interface between NZM
and NAA32 (left) and NAA84 (right). Epitope and paratope residues are shown
in solid sticks. Proteins are displayed in ribbon diagram. The empty space
in the interface between the NZM and NAA32 or NAA84 is represented as orange
or purple surface, respectively, in two different orientations
b, Superimposition of the antigen-binding fragment of NZM
in complex with NAA84 (NAb, green), NAA32 (BAb, cyan) and α4-integrin
(orange). NZM heavy and light chains are shown in salmon and slate blue,
respectively. Proteins are displayed in ribbon diagram.
The generation of neutralizing ADAs through somatic mutations is consistent with
an affinity maturation driven by CD4+ T cells targeting non-self regions of
the NZM idiotype. To address this hypothesis and to characterize the specificity of the
T-cell response, we stimulated CFSE-labeled memory CD4+ T cells from both
patients with overlapping peptides covering the variable regions of NZM (Extended Data Fig. 3). Cloning of activated
CFSElow T cells resulted in the isolation of several NZM-reactive T cell
clones (12 from patient A and 54 from patient B) (Fig.
4a). T cell receptor (TCR) Vβ-gene sequencing revealed the presence of
5 and at least 7 distinct T cell clonotypes in patient A and B, respectively (Fig. 4b and Supplementary Table 4). Strikingly, most of the T cell clones from
both patients recognized two overlapping peptides spanning a region comprising the end
of framework region 2 (FR2) and the CDR2 of the NZM light chain (GKAPRLLIHYTSALQPGI,
named NZM-LCFR2-CDR2) (Fig. 4c). Of
note, T cell recognition of NZM-LCFR2-CDR2 was restricted by HLA-DRB1*14/16
in patient A and by DRB1*07/07 in patient B (Extended Data
Fig. 4a and Supplementary
Table 1 and 4). Taken together, these findings suggest that, in these
patients, a single T cell epitope in the NZM molecule induced an HLA-DR-restricted
CD4+ T-cell response that was sufficient to sustain a strong polyclonal B
cell response to the NZM idiotype.
Extended Data Fig. 3
Sorting of NZM-activated memory CD4+ T cells from MS
patients.
Flow cytometry analysis of memory CD4+ T cells at day 12
after ex-vivo stimulation with irradiated autologous
monocytes untreated (upper panels) or pre-pulsed with NZM peptide pool
(lower panels). CFSElowCD25+ICOS+ T cells
reactive to NZM peptide pool were FACS-sorted and cloned by limiting
dilution (representative of n = 2 biologically independent samples).
Fig. 4
Identification of a single immunodominant T cell epitope that can be
engineered to deimmunize NZM.
a, Proliferative response of NZM-reactive T cell clones isolated
after ex-vivo stimulation of memory CD4+ T cells,
upon re-stimulation with the overlapping peptide pool covering the entire
sequences of the variable regions of the NZM heavy and light chains.
Proliferation was assessed on day 3 after 16 h pulse with
[3H]-thymidine. Data are expressed as counts per minute (cpm).
Unstim., unstimulated T cells. b, TCR Vβ gene repertoire of
NZM-reactive CD4+ T cell clones isolated from MS patients A and B.
The y-axis indicates the number of unique clonotypes identified. c,
Epitope mapping of NZM-specific CD4+ T cell clones isolated from
patients A and B. The epitopes were identified by screening the T cell clones
with overlapping peptides spanning the NZM heavy and light chain variable
region. The left y-axis indicates the frequency of T cell clones reactive to
each peptide. The right y-axis indicates the percentage of CDR residues within
each peptide shown as filled areas in the background (representative of n = 2
experiments). d, Mass spectrometry-based MHC peptidomics of
NZM-specific B cell clones pulsed with NZM. Each line represents a unique
MHC-II-bound peptide identified in n = 2 independent experiments. Dashed lines
indicates peptides belonging to both NZM and B cell receptor of the
antigen-presenting cells. The y-axis indicates the number of unique peptides
overlapping in the same NZM region. e, Comparison of the amino acid
sequences of the LCFR2-CDR2 epitope of NZM and the five variants
engineered for the drug deimmunization. f, Binding of NZM variants
to α4 integrin expressed on T cells analyzed by flow cytometry. The NZM
variants are color coded as depicted in panel e. An antibody with different
specificity was used a negative control (black curve). g,
Proliferation of three NZM-LCFR2-CDR2-reactive T cell clones (A6, A11
and A13) after stimulation with autologous B cells pulsed with NZM and the five
engineered variants (representative of n = 2 independent experiments). The bars
show the mean proliferation. h, Predicted binding affinities of
15mer peptides spanning the light chain CDR2 region of NZM variants to a
reference set of nine DRB1 and DRB3/4/5 alleles (DRB1*0301, DRB1*0701,
DRB1*1301, DRB1*1401, DRB1*1501, DRB3*0101, DRB3*0202, DRB4*0101,
DRB5*0101)[15,16]. The NZM variants are color
coded as depicted in panel e. The affinities are shown as reciprocal median IC50
(nM) values. The dotted lines define the thresholds of high-affinity binding set
at 100 nM and low-affinity binding set at 300 nM.
Extended Data Fig. 4
MHC restriction of NZM-reactive CD4+ T cell clones and
peptide-MHC-II binding affinity predictions of NZM and deimmunized
variants.
a, MHC restriction of NZM-reactive T cell clones.
NZM-specific CD4+ T cell clones isolated from patient A (upper
panel) and patient B (lower panel) were stimulated with antigen-pulsed
autologous APCs in the absence or presence of blocking anti-MHC-II antibody
(anti-HLA-DR, clone L243; anti-HLA-DQ, clone SPVL3; anti-HLA-DP, clone
B7/21). Proliferation was measured on day 3 after a 16-h pulse with
[3H]-thymidine, and is expressed as counts per minute (cpm).
Inhibition of T cell proliferation was >80% only in the presence of
the anti-HLA-DR antibody. b and c, Predicted
binding affinities of all theoretical 15mer peptides derived from NZM heavy
chain (HC) and light chain (LC) to HLA-DRB1 alleles carried by the two
patients (b), or to a reference set of nine HLA-DRB1 and HLA-DRB3/4/5
alleles (c). The affinities are shown as reciprocal IC50 (nM) values. The
dotted lines define the thresholds of high-affinity binding set at 100 nM
and low-affinity binding set at 300 nM. d, Predicted binding
affinities of 15mer peptides spanning the light chain CDR2 region of NZM
variants to HLA-DRB1 alleles carried by patient A (DRB1*14:01 and
DRB1*16:01) and patient B (DRB1*0701). The affinities are shown as
reciprocal median IC50 (nM) values. The dotted lines define the thresholds
of high-affinity binding set at 100 nM and low-affinity binding set at 300
nM.
To investigate the mechanism that leads to the presentation of the NZM T cell
epitope, we pulsed NZM-specific B cell clones with NZM and identified the naturally
processed MHC-II-bound peptides by mass spectrometry-based peptidomics. Three sets of
nested peptides that mapped to the variable regions of NZM were identified (Fig. 4d and Supplementary Table 5). Two of these sets covered the heavy chain
FR3 and the FR4-CH1 region, which are in the human germline configuration and therefore
are not expected to induce an immune response, a notion consistent with our failure to
isolate specific T cell clones. Remarkably, the third set of peptides mapped to the
FR2-CDR2 region of the NZM light chain (consensus, TPGKAPRLLIHYTSALQPGIPSR) that spanned
the immunodominant NZM-LCFR2-CDR2 epitope (GKAPRLLIHYTSALQPGI) recognized by
NZM-reactive T cell clones (Fig. 4d and Supplementary Table 5). The
NetMHCIIpan algorithm[14] applied to
predict binding to the HLA-DR alleles carried by the two patients identified the same
three peptides, as well as several other peptides mapping to CDRs and FRs of NZM. (Extended Data Fig. 4b). In addition, this algorithm
predicted the binding of the NZM-LCFR2-CDR2 epitope to a reference panel of
nine DRB1 and DRB3/4/5 alleles[15,16] (Extended Data Fig. 4c), suggesting its potential immunodominance also in
individuals with a diverse HLA background. Collectively, these findings demonstrate that
only one of the potentially immunogenic peptides encoded by the six CDRs of NZM was a
naturally presented T cell epitope able to generate a polyclonal CD4+ T-cell
response.The identification of the immunodominant NZM-LCFR2-CDR2 epitope
prompted us to use a structure-guided design to engineer a “deimmunized”
version of NZM. First, we identified residues of NZM light chain CDR2 that were not
engaging α4 integrin binding and modelled different mutants with the constraint
to preserve the conformation of the CDR2 and the specificity of NZM. Four NZM variants
(var1-4) were retained for experimental testing and validation together with a fifth
variant (var5) in which the CDR2 of the light chain was reverted to the germline
sequence of the human antibody scaffold (Fig. 4e).
Two variants, var1 and var3, retained binding to α4 integrins, while var2 and
var4 showed partial loss of binding that was considerably reduced in the case of var5
(Fig. 4f). Remarkably, none of the five NZM
variants was able to trigger proliferation of T cell clones specific for the naturally
presented NZM-LCFR2-CDR2 peptide (Fig.
4g), a finding consistent with either absence of TCR cross-reactivity or with
a reduced binding to class II molecules. Prediction of binding to a reference set of
nine DRB1 and DRB3/4/5 alleles[15,16], as well as to the DRB1 alleles of
both patients, showed a reduction of predicted binding affinity for the var1 and var3
peptides compared to the original NZM peptide (Fig.
4h and Extended Data Fig. 4d). These
results provide two deimmunized versions of NZM that can be tested in
vivo.This study integrates, for the first time, clonal analysis of B and T cell
repertoires and mass spectrometry-based peptidomics to identify the factors that
underpin the neutralizing antibody response to a humanized therapeutic antibody. The
large number of monoclonal antibodies isolated recognize multiple epitopes spanning
different NZM CDRs and therefore represent classical anti-idiotypic antibodies[17,18] rather than internal image of the antigen. Interestingly,
neutralizing antibodies showed high-level replacement mutations in the CDRs and low
dissociation rate, suggesting that B cell selection was driven by decreased
kd rather than increased ka[19].The highly diverse anti-idiotypic response is consistent with the presence of
multiple B cell epitopes recognized by naïve B cells and contrasts with the T
cell response that is largely limited to a single epitope that we mapped to the FR2-CDR2
region of NZM light chain. This finding highlights the merit of the humanization
technology in limiting the T cell immunogenicity of therapeutic antibodies, since
chimeric antibodies were found to elicit T cell responses against multiple epitopes in
the FRs and CDRs of both heavy and light chains[20]. As expected, the residual immunogenicity is primarily in the
CDR regions[21], but it is still limited
by HLA restriction and processing by antigen-presenting cells.Previous studies reported a positive association of NZM-related hypersensitivity
reactions with DRB1*13 and 14 alleles[16], but did not investigate any T cell response. The finding that the
NZM-LCFR2-CDR2 peptide is naturally presented in the context of the
HLA-DRB1*07 and DRB1*14/16 alleles of the two patients, together with the prediction of
its binding to different alleles, including DRB1*13, suggests that this peptide is a
major source of T cell help driving the anti-idiotypic B cell response to NZM. This may
explain the high frequency of MS patients producing ADAs to NZM[3,4]
and offers the possibility for the deimmunization of the drug for a more safe treatment.
Structured-guided mutagenesis and experimental tests suggest that a little amendment of
only three residues of the CDR2 of the NZM light chain may be sufficient to remove the
immunogenic T cell epitope without interfering with the interaction of NZM with its
target.Collectively, our results demonstrate how the integration of peptidomics,
structural data, in silico predictions and dissection of the specific B
and T cell responses represents a powerful approach to define the immunogenic landscape
of therapeutic antibodies and to guide the deimmunization strategies of next-generation
biological therapeutics for autoimmune and cancer disease. Currently used fully human
antibodies, including checkpoint inhibitors, may also benefit from the deimmunization
strategy. Reciprocally, this approach could be used to improve the immunogenicity of
vaccines through the engineering of dominant T cell epitopes driving neutralizing
antibody responses.
Online Methods
Patients and sample collection
Blood samples were collected from two MS patients (A and B) who had a
hypersensitivity reaction following infusion of NZM and developed high titers of
ADAs. Patient A was treated with NZM at the University Hospital for Neurology in
Innsbruck, Austria, in 2014, while patient B was treated at the Mondino
Foundation in Pavia, Italy, in 2018. Both patients provided written informed
consent for this study. The study was approved by the Ethical committees of
Innsbruck (UN2013-0040_LEK) and Pavia (P-20170027756). Blood samples were
processed to obtain serum and peripheral blood mononuclear cells (PBMCs). For
serum preparation, whole blood was collected in Vacutainer tubes (BD
Biosciences) containing clot activators and kept at room temperature until a
clot was formed. The tube was centrifuged at 2,000g for 10 min at 22°C,
and the serum fraction was stored at −80°C. PBMCs were isolated
from whole blood through Ficoll density gradient centrifugation and were
resuspended in freezing medium for long-term storage in liquid nitrogen.
Production of NZM Fc-variants and CDR swap variants
A variant of NZM in which the human Fc was replaced with the murine
counterpart (NZM-mFc) was produced by molecular cloning and used in ELISA and
FACS assays to avoid reactivity with secondary anti-human Fcγ-specific
antibodies. Briefly, synthetic genes expressing the NZM heavy chain and light
chain variable regions (KEGG DRUG Database entry: D06886) were produced by
Genscript and sublconed into vectors for expression of chimeric human CH1-murine
IgG2a heavy chain (mFc) and human Igκ, respectively. The chains were
expressed following transient transfection of these vectors into Expi293F cells
(ThermoFisher Scientific) using polyethylenimine. Cell lines were routinely
tested for mycoplasma contamination. NZM CDR swap variants were designed by
aligning the sequences of NZM with those of the human antibodies
(21/28’CL and REI) used for humanization (GenBank accession numbers
AAA52825 and 751419A), synthetized by Genscript and subcloned into the mFc
vector. NZM deimmunized variants were synthetized by Genscript and subcloned
into vectors for expression of full human IgG4. The antibodies were purified by
protein A or protein G chromatography (GE Healthcare) and concentrated by Amicon
Ultra filter units (100K, Millipore). For SPR, mass-spectrometry and T cell
experiments, NZM IgG was purified from TYSABRI® drug solution for
infusion (Biogen). Total IgGs were quantified by Pierce BCA protein assay
(ThermoFischer).
B cell and T cell sorting
Monocytes were isolated from PBMCs by positive selection using CD14
magnetic microbeads (Miltenyi Biotech). CD14-depleted fractions were stained on
ice for 15–20 min with the following fluorochrome-labeled mouse
monoclonal antibodies: CD8-PE–Cy5 (clone B9.11; cat. no. A07758),
CD14-PE–Cy5 (clone RMO52; cat. no. A07765), CD16-PE–Cy5 (clone
3G8; cat. no. A07767), CD45RA-FITC (clone ALB11; cat. no. A07786) from Beckman
Coulter, CD19-PE–Cy7 (clone SJ25C1; cat. no. 341113), CD25–PE
(clone M-A251; cat. no. 555432) from BD Biosciences, CD4–PE–Texas
Red (clone S3.5; cat. no. MHCD0417) from ThermoFisher Scientific,
CCR7–BV421 (clone G043H7; cat. no. 353208) from BioLegend, Alexa Fluor
647-conjugated goat anti-human IgG (cat. no. 109-606-170) from Jackson
ImmunoResearch. IgG+ memory B cells were sorted from CD19+
B cells to over 98% purity on a FACSAria III (BD). Memory CD4+ T
cells were sorted to over 98% purity after exclusion of naïve
CD4+ T cells (CD45RA+CCR7+) and
CD8+, CD14+, CD16+, CD19+,
CD25bright cells.
B cell immortalization and isolation of monoclonal antibodies
B cells were cultured in RPMI 1640 medium supplemented with 2 mM
glutamine, 1% (v/v) nonessential amino acids, 1% (v/v) sodium pyruvate,
penicillin (50 U/ml), streptomycin (50 μg/ml) (all from Invitrogen) and
10% fetal bovine serum (HyClone, characterized, GE Healthcare Life Science).
Sorted IgG+ memory B cells were immortalized with Epstein–Barr
virus (EBV) and plated in single-cell cultures in the presence of CpG-DNA (2.5
μg/ml) and irradiated PBMC-feeder cells, as previously
described[12]. Two weeks
post immortalization, the culture supernatants were tested by ELISA for binding
to NZM-mFc as well as to a control antibody of an irrelevant specificity. B cell
cultures that tested positive only for NZM-mFc were isolated and expanded.
Sequence analysis of antibody cDNAs and production of recombinant
antibodies
cDNA was synthesized from selected B cell cultures, and both the VH and
VL genes were sequenced as previously described[22]. The genes that encoded the VH and VL and the
number of somatic mutations were determined by analyzing the homology between
the genes encoding the VH and VL sequences of the monoclonal antibodies and the
known genes encoding human V, D and J regions that are present in the
international immunogenetics information system (IMGT) database (version
3.4.17)[23].
Antibody-coding sequences were amplified and sequenced with primers specific for
the V and J regions of the given antibody. Sequences of the unmutated common
ancestor (UCA) of the VH- and VL-coding genes were constructed using
IMGT/V-QUEST[23] and
synthetized by Genscript. To calculate the frequency of mutations, the entire
sequence of each heavy chain variable region was compared to the germline
sequence to identify replacement (R) and silent (S) mutations. The selection
strength was estimated using BASELINe framework which compares the observed
frequencies of replacement and silent mutations with the expected ones[24]. All calculations were done
using the “calcBaseline” and “groupBaseline”
functions from SHazaM (version 0.1.11)[25]. Sequences encoding antibody heavy and light chains
were cloned into vectors for expression of human IgG1, Igκ and
Igγ, and the chains were expressed following transient transfection of
these vectors into Expi293F cells, as described above. Selected antibodies were
also expressed as antigen-binding fragments for X-ray crystallography
analysis.
ELISA assays for screening and characterization of anti-NZM
antibodies
Total IgGs were quantified using 96-well MaxiSorp plates (Nunc) coated
with 10 μg/ml goat anti–human IgG (SouthernBiotech, cat. no.
2040-01). Plates were then blocked with PBS with 1% BSA and incubated with
titrated monoclonal antibodies, using Certified Reference Material 470
(ERMs-DA470, Sigma-Aldrich) as a standard. Plates were then washed and incubated
with 1/500 alkaline phosphatase (AP)-conjugated goat anti–human IgG
(Southern Biotech, cat. no. 2040-04). Substrate (para-nitrophenyl phosphate
(p-NPP), Sigma) was added and plates were read at wavelength of 405 nm to
determine optical density (OD) values. To test specific antibody binding, ELISA
plates were coated with 1 μg/ml of NZM-mFc or a control antibody to test
for nonspecific binding. Plates were blocked with PBS with 1% BSA and incubated
with titrated sera or monoclonal antibodies, followed by 1/2,500 AP-conjugated
goat anti-human IgG, Fcγ fragment specific antibody (Jackson
ImmunoResearch, cat. no. 109-056-098), goat anti-human serum IgA, α chain
specific (Jackson ImmunoResearch, cat. no. 109-055-011), or goat anti-human IgM,
Fc5μ fragment specific (Jackson ImmunoResearch, cat. no. 109-055-129). In
some dissociation assays, the samples were supplemented with 25% (vol/vol) of an
alkaline dissociation buffer (2.5% Triton X-100, 2M ethanolamine, 0.15M NaCl, pH
11.6) one minute before the end of incubation. To test antibody binding to NZM
CDR swap variants, ELISA plates were coated with 2 μg/ml goat
anti–mouse IgG, human adsorbed (Southern Biotech, cat. no. 1030-01) and
blocked with PBS with 1% BSA. After washing, the plates were incubated with 2
μg/ml of NZM CDR swap variants, followed by monoclonal antibodies at 2
μg/ml concentration and 1/2,500 AP-conjugated goat anti-human IgG,
Fcγ fragment specific antibody. A heat map of the patterns of antibody
binding to the 64 NZM CDR swap variants was computed by using the default
clustering parameters of the heatmap.2 function from ‘gplots’
package in R in which the Euclidean metric and complete aggregation method were
selected.
Surface plasmon resonance (SPR) assay
To study the kinetics of interaction of NZM-specific monoclonal ADAs,
NZM IgG (50 nM) was stabilized in 10 mM acetate buffer, pH 4.5, and immobilized
onto a EDC/NHS pre-activated ProteOn sensor chip (Biorad) through amine
coupling; unreacted groups were blocked by injection of ethanolamine HCl (1 M).
HEPES buffered saline (HBS) (10 mM HEPES, pH 7.4, 150 mM NaCl, 3 mM EDTA, 0.005%
surfactant Tween-20) was used as running buffer. All injections were made at
flow rate of 100 μl/min. Monoclonal ADAs were diluted to 30 nM and
injected onto the NZM coated chip; one channel of the chip was injected with HBS
and used as reference for the analysis. Injection time and dissociation time
were 240 s and 600 s, respectively. The binding interaction of each antibodies
with NZM was assessed using a ProteON XPR36 instrument (BioRad). SPR data were
processed with ProteOn Manager Software and ka (1/Ms), kd
(1/s) and KD (M) parameters were calculated applying the Langmuir fit model.
NZM binding and inhibition of NZM binding assays
Serial dilutions of NZM and NZM variants IgG4 were prepared in MACS
buffer (PBS 1% FBS, 2mM EDTA). T cells isolated from healthy donors were used as
source of the cell adhesion molecule α4-integrin and added (50,000
cell/well) to the plates for 30 min, 4°C. T cells were washed and stained
with 3.75 μg/ml Alexa Fluor 647–conjugated goat anti-human IgG
(Jackson ImmunoResearch, cat. no. 109-606-170) for 30 min, 4°C. Cells
were washed and analyzed by FACS. NZM binding was calculated as percentage of
IgG+ stained cells. To study NZM neutralization, NZM-mFc was
diluted to 5 ng/ml (final concentration) in MACS buffer (PBS 1% FBS, 2mM EDTA)
and incubated with titrated monoclonal antibodies for 1 h, 37°C. T cells
were added to the plates for 30 min, 4°C, then washed and stained with
secondary goat anti-mouse-IgG-PE (SouthernBiotech, cat. no. 1030-09) at 1
μg/ml for 30 min, 4°C. Cells were washed and analyzed by FACS. NZM
neutralization was calculated for each well as percentage of inhibition of
binding of NZM-mFc to T cells with the following formula: 1 – % of cells
stained by NZM-mFc. Gates were defined based on negative and positive
controls.
X-ray crystallography and structure-guided deimmunization
NZM, NAA32 and NAA84 antibodies were produced as antigen-binding
fragments and purified on IMAC (HitrapTM IMAC HP, GE Healthcare). Stable
complexes of NZM-NAA32 and NZM-NAA84 were prepared in D-PBS buffer (PBS
Dulbecco’s Gibco 14190-094) at 1.5:1 molar ratio, purified by
size-exclusion chromatography (Superdex 200, GE healthcare) and concentrated to
10 mg/ml. Crystal were grown by vapor diffusion with a well solution containing
1.7 M sodium malonate pH 6 at 292 K (NZM-NAA32) or 35 % PEG400, 200 mM NaCl, 4 %
MPD, 100 mM MES pH 6 (NZM-NAA84), and they typically appeared within a week.
Crystals were flash frozen and x-ray data were collected at the European
Synchrotron Radiation Facility (Beamline ID30A-1, Grenoble) using MxCube2
software. Data collection and processing statistics are outlined in Supplementary Table 3.
Structure solution was performed by molecular replacement using MOLREP (version
11.6.03)[26] through the
CCP4 suite (version 7.0.058)[27]
and crystallographic refinement was carried out using BUSTER (version
2.11.7)[28]. The shape
correlation statistic Sc of protein interface was calculated with CCP4.
Superimposition was performed using the structure of the NZM-α4β7
integrin complex as a reference (4IRZ, https://www.rcsb.org/).
Surface area is calculated based on Van der Waals surfaces of atoms of NZM lying
at 4Å distance from any atom of NAA32 or NAA84. For deimmunization of
NZM, the CDR2 of the light chain of the antibody was modelled by mutating
residues that were positioned at more than 4.0 Å distance from
α4-integrin as observed in the 4IRZ structure and did not affect the
conformation of the antibody CDR region. A non-exhaustive search was performed
and a number of potential mutations were selected for mutagenesis.
Ex-vivo stimulation of memory CD4+ T
cells
T cells were cultured in RPMI 1640 medium supplemented with 2 mM
glutamine, 1% (v/v) nonessential amino acids, 1% (v/v) sodium pyruvate,
penicillin (50 U/ml), streptomycin (50 μg/ml) (all from Invitrogen) and
5% heat-inactivated human serum (Swiss Red Cross). Sorted memory CD4+
T cells were labelled with 5-(and 6)-carboxyfluorescein diacetate succinimidyl
ester (CFSE, ThermoFisher) and cultured at a ratio of 2:1 with irradiated
autologous monocytes untreated or pre-pulsed for 2-3 h with a peptide pool
(15mers overlapping of 10) covering the entire sequence of the variable region
of the NZM heavy and light chains (NZM peptide pool, 3 μM per peptide,
produced by A&A Labs). After 12 days, cells were stained with antibodies
to CD25–PE (BD Biosciences, clone M-A251, cat. no. 555432) and
ICOS–Pacific Blue (Biolegend, clone C398.4A, cat. no. 313522).
Isolation of NZM-specific T cell clones
Proliferating activated T cells from ex-vivo stimulated
cultures were sorted as CFSElowCD25+ICOS+ and
cloned by limiting dilution. T cell clones reactivity was determined by
stimulation with irradiated autologous monocytes or B cells, untreated or
pre-pulsed for 2-3 h with NZM peptide pool (3 μM per peptide) or, in some
experiments, with recombinant NZM (5 μg/ml). T cell clones proliferation
was measured on day 3 after 16 h incubation with 1 μCi/ml
[methyl-3H]thymidine (Perkin Elmer). Positive T cell clones were
selected based on a cut-off value of (i) counts per minute (cpm) with antigen
and antigen-presenting cells (APCs) ≥1000, and (ii) stimulation index
≥1.5 (cpm with antigen and APCs / cpm with APCs only). To determine MHC
restriction, stimulation assay was performed in the absence or presence of
blocking anti-MHC-II monoclonal antibodies produced in house from hybridoma cell
lines (anti-HLA-DR, clone L243 from ATCC, cat. no. HB-55; anti-HLA-DQ, clone
SPVL3[29]; anti-HLA-DP,
clone B7/21[30]). Epitope
mapping was performed by stimulation of T cell clones with irradiated
EBV-immortalized B-cell (EBV-B) clones, untreated or pre-pulsed for 2-3 h with
individual peptides (15mers overlapping of 10) covering the entire sequence of
the variable region of the NZM heavy and light chains (3 μM per
peptide).
Sequence analysis of TCR Vβ genes
Sequence analysis of rearranged TCR Vβ genes of NZM-specific T
cell clones was performed as previously described[31]. Briefly, cDNA from individual T cell clones
was obtained by reverse transcription of total RNA from
103-104 cells per reaction. Rearranged TCR Vβ
genes were PCR amplified using forward primer pool targeting Vβ genes,
and reverse primer pairing to C1–C2 β-chain constant region.
Sequence amplification was assessed through agarose gel electrophoresis;
successfully amplified fragments were sequenced by Sanger method, and TCR
sequence annotation was carried out by using IMGT/V-QUEST algorithm[23].
HLA typing and peptide-MHC-II binding affinity predictions
HLA genotype of the patients was determined by reverse sequence-specific
oligonucleotides probes (revPCR-SSO) DNA typing (LABType, One Lambda Inc.)
performed at the IRCCS San Matteo Hospital Foundation, Pavia, Italy. Predicted
IC50 (nM) binding values of all theoretical NZM-derived peptides (15mers
overlapping of 14) to HLA-DRB1 alleles carried by the two patients and to a
reference set of nine HLA-DRB1 and HLA-DRB3/4/5 alleles including DRB1*0301,
DRB1*0701, DRB1*1501, DRB3*0101, DRB3*0202, DRB4*0101, DRB5*0101[15] and DRB1*13:01/14:01[16] were calculated using
NetMHCIIpan 3.2 server (http://www.cbs.dtu.dk/services/NetMHCIIpan-3.2/)[14].
Purification of MHC-II presented peptides
NZM-specific EBV-B clones isolated from the two patients were pulsed
overnight with 5 μg/ml NZM at a cellular density of 5x106
cells/ml. MHC-II complexes were purified from about 109 NZM-pulsed
EBV-B cells with a protocol adapted from Bassani-Sternberg M. et al[32]. Briefly, the B cells were
lysed with 0.25% sodium deoxycholate, 1% octyl-β-D glucopyranoside
(Sigma), 0.2 mM iodoacetamide, 1 mM EDTA, and Complete Protease Inhibitor
Cocktail (Roche) in PBS at 4°C for 1 h. The lysates were cleared by 20
min centrifugation at 18,000 g at 4°C, and MHC-II complexes were purified
by immunoaffinity chromatography with the anti-HLA-DR/DP/DQ HB-145 monoclonal
antibody produced in house from hybridoma cell line IVA12 (ATCC, cat. no.
HB-145) and covalently bound to Protein-A Sepharose beads (Thermo Fisher
Scientific). In detail, the cleared lysates were loaded 3 times into the
affinity columns at 4°C, and subsequently washed at 4°C with 10
column volumes of 150 mM NaCl, 20 mM Tris•HCl, pH 8 (buffer A); 10 column
volumes of 400 mM NaCl, 20 mM Tris•HCl, pH 8; 10 column volumes of buffer
A; and finally 10 column volumes of 20 mM Tris•HCl, pH 8. The HLA-II
complexes were eluted at room temperature by addition of 500 µl of 0.1 M
acetic acid, in total five elutions for each sample. Small aliquots of each
eluted fraction were analyzed by 12% SDS-PAGE to evaluate yield and purity of
MHC-II complexes. Sep-Pak tC18 (Waters, Milford, MA) cartridges were used for
further separation of peptides from MHC-II subunits. The cartridges were
prewashed with 80% acetonitrile (AcN) in 0.5% formic acid, followed by 0.2%
trifluoroacetic acid (TFA), and subsequently loaded 3 times with each fraction
eluted from the immunoaffinity column. After loading, the cartridges were washed
with 0.2% TFA, and the peptides were separated from the more hydrophobic MHC-II
chains by elution with 30% AcN in 0.2% TFA. The peptides were further purified
using a Silica C18 column tip (Harvard Apparatus, Holliston, MA) and eluted
again with 30% AcN in 0.2% TFA. Finally, the peptides were concentrated by
vacuum centrifugation, and resuspended in 2% AcN, 0.1% TFA, 0.5% formic acid for
MS analysis.
Liquid chromatography–mass spectrometry (LC-MS/MS) and data
analysis
MHC-II peptides were separated on an EASY-nLC 1200 HPLC system coupled
online to a Q Exactive mass HF spectrometer via a nanoelectrospray source
(Thermo Fisher Scientific). Peptides were loaded in buffer A (0.1% formic acid)
on in-house packed columns (75 μm inner diameter, 50 cm length, and 1.9
μm C18 particles from Dr. Maisch GmbH) and eluted with a non-linear 120
min gradient of 5%–60% buffer B (80% ACN, 0.1% formic acid) at a flow
rate of 250 nl/min and a column temperature of 50°C. The Q Exactive was
operated in a data dependent mode with a survey scan range of 300-1650 m/z and a
resolution of 60,000 at m/z 200. Up to 10 most abundant isotope patterns with a
charge ≥ 1 were isolated with a 1.8 Th wide isolation window and
subjected to higher-energy C-trap dissociation (HCD) fragmentation at a
normalized collision energy of 27. Fragmentation spectra were acquired with a
resolution of 15,000 at m/z 200. Dynamic exclusion of sequenced peptides was set
to 30 s to reduce the number of repeated sequences. Thresholds for the ion
injection time and ion target values were set to 80 ms and 3E6 for the survey
scans and 120 ms and 1E5 for the MS/MS scans, respectively. Data were acquired
using the Xcalibur software (Thermo Scientific). MaxQuant software was used to
analyze mass spectrometry raw files. MS/MS spectra were searched against the
full-length NZM heavy and light chains sequences, the human Uniprot FASTA
database, and a common contaminants database (247 entries) by the Andromeda
search engine[33]. N-terminal
acetylation and methionine oxidation were set as variable modifications; no
fixed modifications were selected; the enzyme specificity was set to
“unspecific” with a minimum peptide length of 8 amino acids. A
false discovery rate (FDR) of 1% was required for peptides. Peptide
identification was performed with an allowed precursor mass deviation of up to
4.5 ppm and an allowed fragment mass deviation of 20 ppm; “match between
runs” option was disabled.
Statistical analysis
GraphPad Prism 7 software was used for to perform all the statistical
analyses. EC50 (ng/ml) and IC90 (ng/ml) values were calculated for every
antibody tested with the different ELISA assays and the inhibition of NZM
binding assay, respectively, by nonlinear regression analysis using the GraphPad
Prism 7 software. A two-tailed Spearman’s correlation was performed to
correlate NZM neutralization (IC90) with association constant (ka)
and dissociation constant (kd). “n” indicates the
number of antibodies tested. With 17 or more pairs, GraphPad Prism 7 software
computes an approximate P value for nonparametric correlation. An extremely
significant P value is indicated as P < 0.0001.
Epitope mapping of NZM-specific antibodies.
a, Alignment of NZM heavy and light chain variable
regions (NZM VH and NZM VL) to the human scaffold antibody counterparts
(21/28’CL and REI) used for NZM humanization. Mutated residues are
shown in red. Dots indicate the same residue. b, Scheme of the
8 heavy and 8 light chains variants of NZM that were combined in an 8x8
matrix to express 64 different NZM CDR swap variants. c,
Cluster analysis of binding of 30 antibodies isolated from patient A to the
64 NZM swap variants by ELISA. BAbs and NAbs are indicated on the x-axis in
red and black, respectively. The NZM swap variants are shown on the right
y-axis (H, heavy chain; L, light chain; 1, CDR1; 2, CDR2; 3, CDR3). Optical
density (OD) values are shown with a two-color gradation scale from minimum
(white) to maximum (blue).
Structural details of the interaction of NZM with a NAb, a BAb and
α4-integrin.
a, Closer view of the interaction interface between NZM
and NAA32 (left) and NAA84 (right). Epitope and paratope residues are shown
in solid sticks. Proteins are displayed in ribbon diagram. The empty space
in the interface between the NZM and NAA32 or NAA84 is represented as orange
or purple surface, respectively, in two different orientations
b, Superimposition of the antigen-binding fragment of NZM
in complex with NAA84 (NAb, green), NAA32 (BAb, cyan) and α4-integrin
(orange). NZM heavy and light chains are shown in salmon and slate blue,
respectively. Proteins are displayed in ribbon diagram.
Sorting of NZM-activated memory CD4+ T cells from MS
patients.
Flow cytometry analysis of memory CD4+ T cells at day 12
after ex-vivo stimulation with irradiated autologous
monocytes untreated (upper panels) or pre-pulsed with NZM peptide pool
(lower panels). CFSElowCD25+ICOS+ T cells
reactive to NZM peptide pool were FACS-sorted and cloned by limiting
dilution (representative of n = 2 biologically independent samples).
MHC restriction of NZM-reactive CD4+ T cell clones and
peptide-MHC-II binding affinity predictions of NZM and deimmunized
variants.
a, MHC restriction of NZM-reactive T cell clones.
NZM-specific CD4+ T cell clones isolated from patient A (upper
panel) and patient B (lower panel) were stimulated with antigen-pulsed
autologous APCs in the absence or presence of blocking anti-MHC-II antibody
(anti-HLA-DR, clone L243; anti-HLA-DQ, clone SPVL3; anti-HLA-DP, clone
B7/21). Proliferation was measured on day 3 after a 16-h pulse with
[3H]-thymidine, and is expressed as counts per minute (cpm).
Inhibition of T cell proliferation was >80% only in the presence of
the anti-HLA-DR antibody. b and c, Predicted
binding affinities of all theoretical 15mer peptides derived from NZM heavy
chain (HC) and light chain (LC) to HLA-DRB1 alleles carried by the two
patients (b), or to a reference set of nine HLA-DRB1 and HLA-DRB3/4/5
alleles (c). The affinities are shown as reciprocal IC50 (nM) values. The
dotted lines define the thresholds of high-affinity binding set at 100 nM
and low-affinity binding set at 300 nM. d, Predicted binding
affinities of 15mer peptides spanning the light chain CDR2 region of NZM
variants to HLA-DRB1 alleles carried by patient A (DRB1*14:01 and
DRB1*16:01) and patient B (DRB1*0701). The affinities are shown as
reciprocal median IC50 (nM) values. The dotted lines define the thresholds
of high-affinity binding set at 100 nM and low-affinity binding set at 300
nM.
Authors: Bailey B Banach; Prabhanshu Tripathi; Lais Da Silva Pereira; Jason Gorman; Thuy Duong Nguyen; Marlon Dillon; Ahmed S Fahad; Patience K Kiyuka; Bharat Madan; Jacy R Wolfe; Brian Bonilla; Barbara Flynn; Joseph R Francica; Nicholas K Hurlburt; Neville K Kisalu; Tracy Liu; Li Ou; Reda Rawi; Arne Schön; Chen-Hsiang Shen; I-Ting Teng; Baoshan Zhang; Marie Pancera; Azza H Idris; Robert A Seder; Peter D Kwong; Brandon J DeKosky Journal: J Exp Med Date: 2022-06-23 Impact factor: 17.579
Authors: Rune A Høglund; Robert D Bremel; E Jane Homan; Silje Bøen Torsetnes; Andreas Lossius; Trygve Holmøy Journal: Front Immunol Date: 2020-04-09 Impact factor: 7.561
Authors: Vibha Jawa; Frances Terry; Jochem Gokemeijer; Shibani Mitra-Kaushik; Brian J Roberts; Sophie Tourdot; Anne S De Groot Journal: Front Immunol Date: 2020-06-30 Impact factor: 7.561