The diversity of Ag-specific adaptive receptors on the surface of B cells and in the population of secreted Abs is enormous, but increasingly, we are acquiring the technical capability to interrogate Ab repertoires in great detail. These Ab technologies have been especially pointed at understanding the complex issues of immunity to infection and disease caused by influenza virus, one of the most common and vexing medical problems in man. Influenza immunity is particularly interesting as a model system because the antigenic diversity of influenza strains and proteins is high and constantly evolving. Discovery of canonical features in the subset of the influenza repertoire response that is broadly reactive for diverse influenza strains has spurred the recent optimism for creating universal influenza vaccines. Using new technologies for sequencing Ab repertoires at great depth is helping us to understand the central features of influenza immunity.

The B cell repertoire diversity (D) gene studies with influenza are interesting because of the wide extent of influenza variability. Influenza virus exhibits a significant challenge to the human immune system because of antigenic variability in field strains. The virus achieves genetic and antigenic D by two principal genetic mechanisms resulting in antigenic shift and antigenic drift. Influenza causes periodic human pandemics because the segmented viral genome allows the creation of new viruses during coinfection of cells with viruses of two different antigenic subtypes. Genetic reassortment of the segments mixed during coinfection with avian, swine, and human viruses allows complete changing of the surface proteins hemagglutinin (HA) and neuraminidase (NA) to subtypes never seen by humans, resulting in antigenic shifts. Such shifts or adaptation of avian viruses for human transmission were associated with large human pandemics caused by H1N1 in 1918, H2N2 in 1957, H3N2 in 1968, and a new H1N1 in 2009. The virus has a second genetic mechanism for diversity caused by the error-prone nature of the viral RNA-dependent RNA polymerase, which frequently introduces missense mutations. This occurrence is challenging because antigenic drift is thus caused by accumulating point mutations in the genes encoding HA and NA. Some of these mutations encode escape mutations for Abs, and these viruses can be selected over time and enriched in the population. Gradual genetic drift in HA and NA genes causes the antigenic variation that reduces the protective effect of seasonal influenza vaccines. Genetic drift in influenza occurs in a direction over time (1), such that older individuals possess immunity to older strains, in patterns that can be recognized by the decade of birth. Human repertoire studies suggest that the potential diversity of the human Ab repertoire far exceeds that of the influenza Ag diversity, but the problem for vaccine prevention of new strains is a matter of timing. Our current influenza vaccine strategy is to make educated guesses about the likely dominant drifted strains based on molecular epidemiology studies and then to manufacture trivalent (with H1N1, H3N2, and B Ags) or quadrivalent (adding a second type B strain Ag) vaccines starting ∼6 mo before the season. In some cases, the dominant drifted strain can be mismatched antigenically, leading to suboptimal efficacy. Broader human Ab responses are desirable. Understanding the genetic and structural basis for broadly protective Abs is a major current goal of the influenza immune repertoire field.

The vocabulary surrounding the concept of repertoire is variously applied. In a broad sense, a repertoire is the collection of specificities that can comprise the variable (V) gene receptors in the adaptive immune system. Vaccine scientists and infectious diseases investigators typically envision the adaptive immune repertoire as a functional system with diverse patterns of antigenic recognition. In this sense, the influenza repertoire is the collection of clones that recognize particular influenza HA or NA molecules or collections of molecules with varying patterns of epitope recognition, breadth, and potency. This type of repertoire study is conducted mostly with proteins and viruses, using binding and virus inhibition assays and electron microscopic and crystallographic structural determinations. From a more fundamental immunological viewpoint, the adaptive immune receptor repertoire alternatively can be studied as a genetic system, comprising the recombined gene sequences encoding the receptors. This type of repertoire study is conducted with DNA sequencing technologies, especially deep sequencing with next generation sequencing (NGS) techniques. In this article, we will review both types of repertoire concepts, first the functional concepts and second the genetic concepts.

Functional classes of Abs revealed by recent influenza B cell studies.

Protective Abs for influenza are directed to the two surface proteins HA and NA. There has been much more Ab and B cell work done on the response to the HA molecule than NA. The trimeric HA glycoprotein can be roughly thought of in antigenic terms as comprising two major domains, the membrane proximal stem domain and the membrane distal globular head domain. Neutralizing and protective Abs have been isolated that recognize head or stem.

The recognition of human Abs to the stem region is relatively new. When the avian H5N1 virus crossed species from birds to humans and revealed its high pathogenicity nature, many vaccinologists and immunologists committed to finding prevention and treatment approaches for H5N1 viruses. Remarkably, some humans with prior exposure to seasonal influenza viruses but not avian viruses exhibited seropositivity to H5 Ags, which was unexpected. Soon thereafter, stem-reactive human mAbs were reported that exhibited cross-reactivity for H5 and H1 HA molecules or broader (25). The discovery of the stem epitope that is the target for broadly protective Abs has excited the influenza research community because of the potential to achieve broadly protective or universal immunity with a stem Ag vaccine. The stem region is relatively conserved across subtypes, and also the stem domain evolves more slowly under immune pressure than the head domain (6). The first cross-reactive stem Abs to be described in 2009, F10 and CR6261, have been well characterized, and even broader stem Abs are continually reported. A very broad stem Ab that recognizes both antigenic group 1 and 2 influenza type A viruses, FI6, has been described (7). Many stem Abs appear to mediate protective effects in animal models using Ab-dependent cellular cytotoxicity activity, as the potency in virus neutralization tests of stem Abs as a class tends to be lower than that of human Abs to the head domain especially to the receptor binding site (RBS). As a proof-of-principle for stem vaccine design, some human mAbs are in clinical testing in therapeutic challenge studies, including the Crucell stem Abs CR6261 and CR8020. Stem vaccines have been developed on these principles of immunity, using HA molecules that are chimerized using head domains from virus subtypes that do not circulate in humans with the stem domain from H1 subtype, “headless” HA constructs, and other stem-focusing strategies (813). If the Abs being tested in clinical trials mediate a significant viral reduction, they also could be considered for development as prophylactic or therapeutic biological drugs. Similarly, Baker and colleagues (14, 15) used Rosetta software–enabled structure-based protein design to develop small protein molecules that mimic the structure and inhibitory function of the stem Ab CR6261.

HA head domain Abs.

The most common human Ab responses to influenza HA are directed to the head domain, especially the RBS. Many head domain–specific mAbs with excellent neutralizing potency have been isolated. The challenge for head domain–based immunity is that the helices and loops surrounding the RBS are hypervariable. Much of the head domain surface is very mutable, without disturbing the attachment and fusion functions mediated by HA. As above, the antigenic drift is directional in both a genetic and an antigenic manner, and the effect of small numbers of amino acid changes can have outsized effects within an antigenic cluster of residues if they facilitate evasion of a dominant immune response (16). Some Abs bind to the RBS directly and block attachment to sialic acid–bearing receptors (an effect that can be mimicked in the hemagglutination inhibition assay using RBCs, which are rich in surface sialic acid). Changes in HA receptor specificity (from the α2,3 sialic acid binding preference of avian strains to the α2,6 sialic acid preference in human transmissible strains) drives some of the more dramatic changes in the HA head domains, especially in the RBS. When a major shift in receptor specificity occurs, only a small subset of broadly neutralizing Abs is likely to bind in such a way as to accommodate these changes (17). The driving forces for maintenance or shift of preferred sialic acid receptor binding and the pressure on the HA RBS region to evade neutralizing Ab interact, exhibiting complex network effects (18).

Major antigenic sites on the HA head have been designated based principally on early murine mAb epitope mapping. The legacy nomenclatures for Ab recognition of these sites on HA uses slightly different numbering of amino acids for H1 and H3. The designations for antigenic sites also differ. For H1, the sites were named during mapping of murine mAbs on the HA of the early prototype isolate H1N1 A/Puerto Rico/8/34 (A/PR/8/34) and the sites are designated Sa, Sb, Ca1, Ca2, and Cb (19). For H3N2 strains, the HA head domain principal antigenic sites for murine mAbs were designated A, B, C, D, and E (20, 21). The site designations oversimplify the modes of recognition to some extent, because most human neutralizing mAbs recognize broad footprints that contact two or more of these sites. Our 1918 influenza mAb 1F1 contacts residues in the Sa, Sb, and Ca2 sites and contacts the RBS (22). From those same studies of 1918 virus survivors, the HA-specific Ab 2D1 that neutralizes the 1918 virus contacts residues in diverse sites, including sites Sb and Ca1 (23). Some HA Abs recognize quaternary structures that are formed by a surface that is formed only by two HA protomers in the HA trimer (24). As the number of Ab epitopes and Ag–Ab complexes has proliferated, the use of structure-based descriptions has become a common practice. The immunodominant structural features around the RBS called the 130-loop, the 150-loop, the 190-helix, and the 220-loop incorporate the number of a residue in that structural element to designate the antigenic site. Representative epitope designations with antigenic and structural nomenclatures for H1 are shown in Fig. 1.

FIGURE 1.

Structural features and antigenic sites on influenza HA protein. Features are mapped onto the HA crystal structure of a 2009 H1N1 influenza virus (PDB 3LZG). HA is a trimer; the subunits of one protomer are shown on the left-most protomer in white (HA1) or gray (HA2). Conformational antigenic sites Sa (red), Sb (green), Ca1 (dark blue), Ca2 (light blue), and Cb (purple) are mapped onto an adjacent protomer. The RBS is indicated in pink. The position of amino acids in the 130-loop, 190-helix, and 220-loop are indicated in yellow. Contact residues for a typical stem Ab are indicated in cyan.

FIGURE 1.

Structural features and antigenic sites on influenza HA protein. Features are mapped onto the HA crystal structure of a 2009 H1N1 influenza virus (PDB 3LZG). HA is a trimer; the subunits of one protomer are shown on the left-most protomer in white (HA1) or gray (HA2). Conformational antigenic sites Sa (red), Sb (green), Ca1 (dark blue), Ca2 (light blue), and Cb (purple) are mapped onto an adjacent protomer. The RBS is indicated in pink. The position of amino acids in the 130-loop, 190-helix, and 220-loop are indicated in yellow. Contact residues for a typical stem Ab are indicated in cyan.

Close modal

Expressed Ab genes are complex in nature because they incorporate two (L chain; V or joining [J]) or three (H chain; V, D, or J) germline genes during recombination at the genomic DNA level. The junctions between V–D (nontemplated 1 or N1 region) and D–J (nontemplated 2 or N2 region) joins are hypervariable because isoforms of the enzyme TdT can remove some 3′ end V, 5′ or 3′ end D, or 5′ end J gene segment nucleotides or add on nucleotides to V, D, or J gene segment ends that are nontemplated (N additions) or copied as palindromic sequences to the ends of the V (derived from the ends of V, called P additions). The collection of features encoded by the choice of V, D, and J segments and the nontemplated N1 and N2 regions could generate combinatorial and junctional diversity on the order of ∼1 × 1011 Ab H chains alone. Ab genes also undergo somatic hypermutation, especially during memory responses in the germinal centers following secondary exposure to Ags, resulting in point mutations or insertions/deletions (indels) that encode somatic variants of the original recombination. Clearly, shared (or “public”) Ab V gene usage is important in some responses that are commonly observed, but also somatic hypermutation plays an important role in achieving Ag-specific responses. Interestingly, somatic mutations cause genetic divergence within one clonal lineage, but also mutations can create similar Ab gene sequences in independent clonal lineages through convergent evolution (25) (Fig. 2). Subjects vaccinated against influenza virus show convergent Ab rearrangements (26). This type of sequence convergence from diverse clonotypes into common sequence motifs in sequence from individuals who have received the same Ag exposure also has been reported for other Ags. Interestingly, each of these genetic features (common V or D gene usage and convergent amino acid motifs and indels) has been described to contribute to common features of influenza-specific repertoires, as discussed below.

FIGURE 2.

Schematic representation of genetic repertoire patterns typical in clonal lineages. (A) Clonal divergence from the unmutated common ancestor sequence from the original recombination occurs by the addition of somatic mutations and indels. (B) Convergence occurs in clonal lineages when two different clonotypes (which differ in V, junction, and/or J genes at the original recombination) achieve a similar sequence or structure by introduction of somatic mutations. (C) Both lineage divergence and subsequent convergence can occur within a single clonotype.

FIGURE 2.

Schematic representation of genetic repertoire patterns typical in clonal lineages. (A) Clonal divergence from the unmutated common ancestor sequence from the original recombination occurs by the addition of somatic mutations and indels. (B) Convergence occurs in clonal lineages when two different clonotypes (which differ in V, junction, and/or J genes at the original recombination) achieve a similar sequence or structure by introduction of somatic mutations. (C) Both lineage divergence and subsequent convergence can occur within a single clonotype.

Close modal

A VH chain gene that is associated with influenza responses.

When frequent use of an Ab H chain V gene is associated with Ag specificity, this observation typically suggests that the germline-encoded HCDR2 loop is inherently fit for interacting with the target Ag. VH1-69 is an unusual Ab H chain gene segment, because some alleles of this gene encode for a loop that is unusually hydrophobic for a loop projecting into solute and thus are inherently capable of interacting with recessed hydrophobic pockets on Ags. VH1-69–encoded Abs are identified frequently in virus-specific repertoires for diverse viruses because of this property. The influenza HA stem region possesses a shallow hydrophobic pocket, and the prototypic stem Abs that launched the current “universal flu” movement were encoded by VH1-69 with an allele encoding a Phe residue at the tip of CDR2. Use of the VH1-69 gene segment is not sufficient to identify HA stem Abs as additional residues are required in other regions of the Ab to interact with the stem. Also, now broad stem Abs encoded by other VH genes have been reported, so also it can be said that VH1-69 is not necessary to make a stem Ab. Nevertheless, the use of this gene is a very common feature in many stem Abs.

A DH chain gene that is associated with influenza responses.

The central loop structure of the H chain CDR3 is encoded by the D gene. In many memory B cells, the sequence of the D gene from the original recombination is so mutated that a D gene is no longer recognizable. Therefore, HCDR3 aa motifs (discussed below) are more recognizable than a common D gene. Still, there are likely to be a number of D germline genes that encode sequences that enable initial low-affinity binding in the germline configuration to HA or NA. One example that has been recognized is the use of the D3-9 gene in broadly neutralizing Abs that recognize the HA stem (27). Much of the interaction surface of some stem Abs is encoded by D3-9, including in Abs that bind the dominant stem epitope in differing orientations and binding poses. Remarkably, some stem Abs that incorporate D3-9 use the gene segment in differing reading frames in the recombined sequence.

HCDR3 amino acid motifs that are associated with influenza responses.

In some respects, the Ab fold that forms the framework and even the CDR loops serve simply as scaffolds to deliver a very small number of amino acids that function as the effector molecules for virus binding and inhibition. Patterns of preferred amino acids in the Ag binding surface of Abs most often has been identified in Abs that insert a CDR loop into the RBS. Contact residues in the RBS exhibit a high level of conservation because this region must preserve the capacity to bind sialic acid–bearing receptors. Because the RBS has a limited diversity of residues in positions that contact sialic acid, it stands to reason that only a few selected amino acids on the Ab loops can mediate the interaction with this area of the RBS, and the Ab loops should in some way mimic the chemical or structural features of sialic acid. Indeed, several specific amino acid patterns have been identified in Ab CDRs as comprising canonical motifs for interaction with the influenza HA RBS. One of these canonical modes of interaction is the display of an aspartate residue on a CDR that provides a favorable charge interaction with amino acids in the RBS. The backbone atoms of aspartic acid can mimic the acetamido groups of the RBS, and a carboxylic acid mimics the carboxylate of sialic acid. Many mAbs the interact with the RBS possess an aspartate or dipeptide with an aspartic acid–hydrophobic motif positioned properly to interact with the RBS position (28). A number of H1 HA-specific neutralizing Abs have been described with this feature, including the CH65 (29, 30) and 5J8 (31, 32) Abs, which are especially interesting as a pair because the binding pose of each on the HA determines the breadth of molecular recognition for diverse H1 HA molecules. The complementary breadth of these two Abs determined by the angle of approach to the RBS likely would cover most H1 strains (33). The presence of an aspartate residue on a CDR inserting into the RBS is not sufficient to mediate the interaction, as structure of the H5.3 Ab with H5 HA shows that this CDR orients the aspartate away from the RBS even though it is near the tip of the RBS (34, 35).

A second canonical mode of interaction with the RBS is mediated by display of a Phe or Tyr aromatic residue on an Ab loop, which can form π–π interactions between the HA and mAb CDR (36). This interaction also uses a CDR to mimic sialic acid binding to HA. The Ab protein remarkably mimics the interaction of the carbohydrate sialic acid by placing its amino acid structure into the RBS with a backbone carbonyl group. One Ab, F045-092, was reported that uses both the Phe aromatic residue interaction and carboxylate side chain of an Asp residue to interact with the RBS (37, 38).

One way to achieve breadth of interaction with the HA is to reduce the contact region of the Ab with HA. The Ab C05 is an Ab that accomplishes this feat using an especially long HCDR3 loop that interacts with the conserved residues in the base of the RBS but not the V amino acids around the rim of the RBS (39).

Insertions and deletions in Ab gene sequences occur in a subset of sequences in Ab genes from memory B cells. These sequence alterations result from DNA duplication events following DNA strand breaks that occur during the somatic hypermutation process. Many insertions occur at mutational hot spots for error-prone DNA polymerases. In some cases, the insertion enhances the affinity of binding of an influenza Ab. For example, we isolated the influenza H1 HA-specific mAb 2D1 from a circulating B cell in the peripheral blood of a 1918 influenza pandemic survivor (40). In addition to point mutations, the Ab gene has a 9-bp insertion in the framework 3 of the H chain, adjacent to the HCDR2. We showed that the structure of 2D1 in complex with the HA of the 1918 pandemic H1N1 influenza virus exhibited an unusual conformation and relative orientation of the HCDR1 and HCDR2 loops in this neutralizing mAb (23). The insertion causes displacement of the HCDR1, resolving a steric conflict in the parental Ab–Ag interaction by moving a CDR away from the region of interaction, rather than creating a new interaction in the Ab–Ag interface (41).

Bulk Ab V gene repertoire sequencing is interesting for comparing individuals with healthy versus disease states, but also now we are deploying approaches for using Ab NGS repertoire technologies to study Ag-specific responses, such as those to influenza virus vaccination or infection. NGS data from B cells in the circulating peripheral blood samples of recently vaccinated subjects show that certain Ab sequences are overrepresented in circulation at those time points, and thus these clonotypes are likely to be specific for the recent exposure. Plasmablasts circulate briefly for a few days during a period about a week after influenza vaccination. These cells have a very high copy number of Ab mRNA per cell, and thus these sequences are overrepresented in bulk sequence repertoires at those time points. Analysis of NGS libraries made from serial blood samples taken at time points before and soon after vaccination are especially helpful for this type of analysis, because the presence of clonally expanded B cells can be inferred by the presence of the same Ab gene rearrangements in libraries from sequential time points (26, 42). So, overrepresentation (unexpectedly high frequency) is a principal tool for identifying putative Ag-specific clones in such repertoire studies. A second tool is the identification of sequence similarity or “convergence” of Ab gene rearrangements in repertoires from different individuals with the same exposure, such as two individuals who have received the same seasonal influenza vaccine. If two H chain Ab V gene sequences are encoded by the same inferred germline VH and JH gene segments and have identical length CDR3s with identical or very similar CDR3 sequences, these sequences can be considered members of a single clonotype. Each somatic variant of the clonotype may be considered a different clone. Lineages of clones that are assigned to a single clonotype can be constructed by alignments, which may suggest these clones were derived from a single B cell with an unmutated sequence (the computationally inferred sequence is sometimes termed the reverted unmutated ancestor or unmutated common ancestor). When sequences from two different individuals with a common exposure share the same inferred germline VH and JH gene segments and have identical length CDR3s with identical or very similar CDR3 sequences, we can term these sequences to be members of a “public clonotype” (43). We believe such sequences are of particular interest because they can reveal canonical features of common responses in populations, and influenza-specific public clonotypes could be interesting to target with structure-based reverse vaccine design programs for universal influenza vaccines that would be effective in a broad distribution of subjects. Proof-of-principle has been established for this reverse vaccinology approach in previous studies of another respiratory pathogen, respiratory syncytial virus (44).

If one uses a longer-read NGS technique to obtain full-length V region sequences, it is possible to synthesize cDNAs encoding the V region, clone those cDNA into a full-length Ig expression encoding an Fc region, and express a corresponding recombinant human IgG. Recent improvements in the throughput of synthetic DNA synthesis technologies allow individual investigators to synthesize dozens of genes at one time rapidly on the bench with on-instrument Gibson cloning to rapidly generate expression vectors, for instance using a BioXp instrument (Synthetic Genomics). Even larger-scale synthesis is possible now with chip-based synthesis methods developed by Twist Bioscience that enable synthesis of thousands of Abs at a time. We have used this approach recently to rapidly express over 1000 individual Abs obtained from individual plasmablast cells in a single blood sample from an influenza-infected individual. Making the Ab proteins encoded by such putative influenza-specific B cells allows downstream validation of the specificity, structure, and function of Abs encoded by the sequences. This type of experiment is already revealing findings about the enormous diversity of clonotypes made in the response to influenza and the specificity of the response. For example, early studies suggest that Abs to the HA protein, which is the only correlate of vaccine-induced immunity currently accepted by regulatory authorities, comprise a minority of the B cell response to infection.

Protecting against influenza infection and disease by vaccination is challenging because of the constant antigenic drift and periodic antigenic shift that occurs in field strains. The human Ab repertoire clearly has the capacity to recognize and neutralize virtually any influenza strain, but the challenge is to use a limited number of immunogens to induce the most broadly protective or “universal” Ab responses prior to infection. Recent studies of the functional Ab repertoires in humans, and the use of NGS to define genetic repertoires, have revealed that the human immune system can generate very broad and potent Abs. Repertoire and human mAb studies now enable researchers to isolate tens of thousands of naturally occurring human Abs that inhibit influenza. By searching through these repertoires and using new technologies in synthetic genomics, we are increasingly able to express and characterize thousands of Abs to identify broad and potent Abs that could be used for prophylaxis or therapy against a broad array of influenzas. Furthermore, computational design of novel Ags, based on the plethora of Ag–Ab complexes that are being reported, allows us to recapitulate the conformational of minimal protective epitopes with synthetic vaccine construct. Such findings point the way toward development and testing of broader and more potent experimental influenza vaccines.

This work was supported by National Institutes of Health Grant U19 AI117905, U.S. Department of Health and Human Services Contract HHSN272201400024C, and a grant from the Human Vaccines Project.

Abbreviations used in this article:

D

diversity

HA

hemagglutinin

indel

insertion/deletion

J

joining

NA

neuraminidase

NGS

next generation sequencing

RBS

receptor binding site

V

variable.

1
Volz
,
E. M.
,
K.
Koelle
,
T.
Bedford
.
2013
.
Viral phylodynamics.
PLOS Comput. Biol.
9
:
e1002947
.
2
Throsby
,
M.
,
E.
van den Brink
,
M.
Jongeneelen
,
L. L.
Poon
,
P.
Alard
,
L.
Cornelissen
,
A.
Bakker
,
F.
Cox
,
E.
van Deventer
,
Y.
Guan
, et al
.
2008
.
Heterosubtypic neutralizing monoclonal antibodies cross-protective against H5N1 and H1N1 recovered from human IgM+ memory B cells.
PLoS One
3
:
e3942
.
3
Sui
,
J.
,
W. C.
Hwang
,
S.
Perez
,
G.
Wei
,
D.
Aird
,
L. M.
Chen
,
E.
Santelli
,
B.
Stec
,
G.
Cadwell
,
M.
Ali
, et al
.
2009
.
Structural and functional bases for broad-spectrum neutralization of avian and human influenza A viruses.
Nat. Struct. Mol. Biol.
16
:
265
273
.
4
Ekiert
,
D. C.
,
G.
Bhabha
,
M. A.
Elsliger
,
R. H.
Friesen
,
M.
Jongeneelen
,
M.
Throsby
,
J.
Goudsmit
,
I. A.
Wilson
.
2009
.
Antibody recognition of a highly conserved influenza virus epitope.
Science
324
:
246
251
.
5
Okuno
,
Y.
,
Y.
Isegawa
,
F.
Sasao
,
S.
Ueda
.
1993
.
A common neutralizing epitope conserved between the hemagglutinins of influenza A virus H1 and H2 strains.
J. Virol.
67
:
2552
2558
.
6
Kirkpatrick
,
E.
,
X.
Qiu
,
P. C.
Wilson
,
J.
Bahl
,
F.
Krammer
.
2018
.
The influenza virus hemagglutinin head evolves faster than the stalk domain.
Sci. Rep.
8
:
10432
.
7
Corti
,
D.
,
J.
Voss
,
S. J.
Gamblin
,
G.
Codoni
,
A.
Macagno
,
D.
Jarrossay
,
S. G.
Vachieri
,
D.
Pinna
,
A.
Minola
,
F.
Vanzetta
, et al
.
2011
.
A neutralizing antibody selected from plasma cells that binds to group 1 and group 2 influenza A hemagglutinins.
Science
333
:
850
856
.
8
Steel
,
J.
,
A. C.
Lowen
,
T. T.
Wang
,
M.
Yondola
,
Q.
Gao
,
K.
Haye
,
A.
García-Sastre
,
P.
Palese
.
2010
.
Influenza virus vaccine based on the conserved hemagglutinin stalk domain.
MBio
1
:
e00018-10
.
9
Impagliazzo
,
A.
,
F.
Milder
,
H.
Kuipers
,
M. V.
Wagner
,
X.
Zhu
,
R. M. B.
Hoffman
,
R.
van Meersbergen
,
J.
Huizingh
,
P.
Wanningen
,
J.
Verspuij
, et al
.
2015
.
A stable trimeric influenza hemagglutinin stem as a broadly protective immunogen.
Science
349
:
1301
1306
.
10
Yassine
,
H. M.
,
J. C.
Boyington
,
P. M.
McTamney
,
C. J.
Wei
,
M.
Kanekiyo
,
W. P.
Kong
,
J. R.
Gallagher
,
L.
Wang
,
Y.
Zhang
,
M. G.
Joyce
, et al
.
2015
.
Hemagglutinin-stem nanoparticles generate heterosubtypic influenza protection.
Nat. Med.
21
:
1065
1070
.
11
Valkenburg
,
S. A.
,
V. V. A.
Mallajosyula
,
O. T. W.
Li
,
A. W. H.
Chin
,
G.
Carnell
,
N.
Temperton
,
R.
Varadarajan
,
L. L. M.
Poon
.
2016
.
Stalking influenza by vaccination with pre-fusion headless HA mini-stem.
Sci. Rep.
6
:
22666
.
12
Hai
,
R.
,
F.
Krammer
,
G. S.
Tan
,
N.
Pica
,
D.
Eggink
,
J.
Maamary
,
I.
Margine
,
R. A.
Albrecht
,
P.
Palese
.
2012
.
Influenza viruses expressing chimeric hemagglutinins: globular head and stalk domains derived from different subtypes.
J. Virol.
86
:
5774
5781
.
13
Krammer
,
F.
,
N.
Pica
,
R.
Hai
,
I.
Margine
,
P.
Palese
.
2013
.
Chimeric hemagglutinin influenza virus vaccine constructs elicit broadly protective stalk-specific antibodies.
J. Virol.
87
:
6542
6550
.
14
Whitehead
,
T. A.
,
A.
Chevalier
,
Y.
Song
,
C.
Dreyfus
,
S. J.
Fleishman
,
C.
De Mattos
,
C. A.
Myers
,
H.
Kamisetty
,
P.
Blair
,
I. A.
Wilson
,
D.
Baker
.
2012
.
Optimization of affinity, specificity and function of designed influenza inhibitors using deep sequencing.
Nat. Biotechnol.
30
:
543
548
.
15
Fleishman
,
S. J.
,
T. A.
Whitehead
,
D. C.
Ekiert
,
C.
Dreyfus
,
J. E.
Corn
,
E. M.
Strauch
,
I. A.
Wilson
,
D.
Baker
.
2011
.
Computational design of proteins targeting the conserved stem region of influenza hemagglutinin.
Science
332
:
816
821
.
16
Smith
,
D. J.
,
A. S.
Lapedes
,
J. C.
de Jong
,
T. M.
Bestebroer
,
G. F.
Rimmelzwaan
,
A. D. M. E.
Osterhaus
,
R. A. M.
Fouchier
.
2004
.
Mapping the antigenic and genetic evolution of influenza virus.
Science
305
:
371
376
.
17
Wu
,
N. C.
,
G.
Grande
,
H. L.
Turner
,
A. B.
Ward
,
J.
Xie
,
R. A.
Lerner
,
I. A.
Wilson
.
2017
.
In vitro evolution of an influenza broadly neutralizing antibody is modulated by hemagglutinin receptor specificity.
Nat. Commun.
8
:
15371
.
18
Wu
,
N. C.
,
A. J.
Thompson
,
J.
Xie
,
C. W.
Lin
,
C. M.
Nycholat
,
X.
Zhu
,
R. A.
Lerner
,
J. C.
Paulson
,
I. A.
Wilson
.
2018
.
A complex epistatic network limits the mutational reversibility in the influenza hemagglutinin receptor-binding site.
Nat. Commun.
9
:
1264
.
19
Gerhard
,
W.
,
J.
Yewdell
,
M. E.
Frankel
,
R.
Webster
.
1981
.
Antigenic structure of influenza virus haemagglutinin defined by hybridoma antibodies.
Nature
290
:
713
717
.
20
Wilson
,
I. A.
,
J. J.
Skehel
,
D. C.
Wiley
.
1981
.
Structure of the haemagglutinin membrane glycoprotein of influenza virus at 3 A resolution.
Nature
289
:
366
373
.
21
Wilson
,
I. A.
,
N. J.
Cox
.
1990
.
Structural basis of immune recognition of influenza virus hemagglutinin.
Annu. Rev. Immunol.
8
:
737
771
.
22
Tsibane
,
T.
,
D. C.
Ekiert
,
J. C.
Krause
,
O.
Martinez
,
J. E.
Crowe
Jr.
,
I. A.
Wilson
,
C. F.
Basler
.
2012
.
Influenza human monoclonal antibody 1F1 interacts with three major antigenic sites and residues mediating human receptor specificity in H1N1 viruses.
PLoS Pathog.
8
:
e1003067
.
23
Xu
,
R.
,
D. C.
Ekiert
,
J. C.
Krause
,
R.
Hai
,
J. E.
Crowe
Jr.
,
I. A.
Wilson
.
2010
.
Structural basis of preexisting immunity to the 2009 H1N1 pandemic influenza virus.
Science
328
:
357
360
.
24
Knossow
,
M.
,
M.
Gaudier
,
A.
Douglas
,
B.
Barrère
,
T.
Bizebard
,
C.
Barbey
,
B.
Gigant
,
J. J.
Skehel
.
2002
.
Mechanism of neutralization of influenza virus infectivity by antibodies.
Virology
302
:
294
298
.
25
Krause
,
J. C.
,
T.
Tsibane
,
T. M.
Tumpey
,
C. J.
Huffman
,
B. S.
Briney
,
S. A.
Smith
,
C. F.
Basler
,
J. E.
Crowe
Jr.
2011
.
Epitope-specific human influenza antibody repertoires diversify by B cell intraclonal sequence divergence and interclonal convergence.
J. Immunol.
187
:
3704
3711
.
26
Jackson
,
K. J.
,
Y.
Liu
,
K. M.
Roskin
,
J.
Glanville
,
R. A.
Hoh
,
K.
Seo
,
E. L.
Marshall
,
T. C.
Gurley
,
M. A.
Moody
,
B. F.
Haynes
, et al
.
2014
.
Human responses to influenza vaccination show seroconversion signatures and convergent antibody rearrangements.
Cell Host Microbe
16
:
105
114
.
27
Wu
,
N. C.
,
S.
Yamayoshi
,
M.
Ito
,
R.
Uraki
,
Y.
Kawaoka
,
I. A.
Wilson
.
2018
.
Recurring and adaptable binding motifs in broadly neutralizing antibodies to influenza virus are encoded on the D3-9 segment of the Ig gene.
Cell Host Microbe
24
:
569
578.e4
.
28
Lee
,
P. S.
,
I. A.
Wilson
.
2015
.
Structural characterization of viral epitopes recognized by broadly cross-reactive antibodies.
Curr. Top. Microbiol. Immunol.
386
:
323
341
.
29
Whittle
,
J. R.
,
R.
Zhang
,
S.
Khurana
,
L. R.
King
,
J.
Manischewitz
,
H.
Golding
,
P. R.
Dormitzer
,
B. F.
Haynes
,
E. B.
Walter
,
M. A.
Moody
, et al
.
2011
.
Broadly neutralizing human antibody that recognizes the receptor-binding pocket of influenza virus hemagglutinin.
Proc. Natl. Acad. Sci. USA
108
:
14216
14221
.
30
Schmidt
,
A. G.
,
M. D.
Therkelsen
,
S.
Stewart
,
T. B.
Kepler
,
H. X.
Liao
,
M. A.
Moody
,
B. F.
Haynes
,
S. C.
Harrison
.
2015
.
Viral receptor-binding site antibodies with diverse germline origins.
Cell
161
:
1026
1034
.
31
Hong
,
M.
,
P. S.
Lee
,
R. M.
Hoffman
,
X.
Zhu
,
J. C.
Krause
,
N. S.
Laursen
,
S. I.
Yoon
,
L.
Song
,
L.
Tussey
,
J. E.
Crowe
Jr.
, et al
.
2013
.
Antibody recognition of the pandemic H1N1 Influenza virus hemagglutinin receptor binding site.
J. Virol.
87
:
12471
12480
.
32
Krause
,
J. C.
,
T.
Tsibane
,
T. M.
Tumpey
,
C. J.
Huffman
,
C. F.
Basler
,
J. E.
Crowe
Jr.
2011
.
A broadly neutralizing human monoclonal antibody that recognizes a conserved, novel epitope on the globular head of the influenza H1N1 virus hemagglutinin.
J. Virol.
85
:
10905
10908
.
33
Crowe
,
J. E.
 Jr.
2017
.
Principles of broad and potent antiviral human antibodies: insights for vaccine design.
Cell Host Microbe
22
:
193
206
.
34
Thornburg
,
N. J.
,
D. P.
Nannemann
,
D. L.
Blum
,
J. A.
Belser
,
T. M.
Tumpey
,
S.
Deshpande
,
G. A.
Fritz
,
G.
Sapparapu
,
J. C.
Krause
,
J. H.
Lee
, et al
.
2013
.
Human antibodies that neutralize respiratory droplet transmissible H5N1 influenza viruses.
J. Clin. Invest.
123
:
4405
4409
.
35
Winarski
,
K. L.
,
N. J.
Thornburg
,
Y.
Yu
,
G.
Sapparapu
,
J. E.
Crowe
Jr.
,
B. W.
Spiller
.
2015
.
Vaccine-elicited antibody that neutralizes H5N1 influenza and variants binds the receptor site and polymorphic sites.
Proc. Natl. Acad. Sci. USA
112
:
9346
9351
.
36
Xu
,
R.
,
J. C.
Krause
,
R.
McBride
,
J. C.
Paulson
,
J. E.
Crowe
Jr.
,
I. A.
Wilson
.
2013
.
A recurring motif for antibody recognition of the receptor-binding site of influenza hemagglutinin.
Nat. Struct. Mol. Biol.
20
:
363
370
.
37
Ohshima
,
N.
,
Y.
Iba
,
R.
Kubota-Koketsu
,
Y.
Asano
,
Y.
Okuno
,
Y.
Kurosawa
.
2011
.
Naturally occurring antibodies in humans can neutralize a variety of influenza virus strains, including H3, H1, H2, and H5.
J. Virol.
85
:
11048
11057
.
38
Lee
,
P. S.
,
N.
Ohshima
,
R. L.
Stanfield
,
W.
Yu
,
Y.
Iba
,
Y.
Okuno
,
Y.
Kurosawa
,
I. A.
Wilson
.
2014
.
Receptor mimicry by antibody F045-092 facilitates universal binding to the H3 subtype of influenza virus.
Nat. Commun.
5
:
3614
.
39
Ekiert
,
D. C.
,
A. K.
Kashyap
,
J.
Steel
,
A.
Rubrum
,
G.
Bhabha
,
R.
Khayat
,
J. H.
Lee
,
M. A.
Dillon
,
R. E.
O’Neil
,
A. M.
Faynboym
, et al
.
2012
.
Cross-neutralization of influenza A viruses mediated by a single antibody loop.
Nature
489
:
526
532
.
40
Yu
,
X.
,
T.
Tsibane
,
P. A.
McGraw
,
F. S.
House
,
C. J.
Keefer
,
M. D.
Hicar
,
T. M.
Tumpey
,
C.
Pappas
,
L. A.
Perrone
,
O.
Martinez
, et al
.
2008
.
Neutralizing antibodies derived from the B cells of 1918 influenza pandemic survivors.
Nature
455
:
532
536
.
41
Krause
,
J. C.
,
D. C.
Ekiert
,
T. M.
Tumpey
,
P. B.
Smith
,
I. A.
Wilson
,
J. E.
Crowe
Jr.
2011
.
An insertion mutation that distorts antibody binding site architecture enhances function of a human antibody.
MBio
2
:
e00345–10
.
42
Boyd
,
S. D.
,
E. L.
Marshall
,
J. D.
Merker
,
J. M.
Maniar
,
L. N.
Zhang
,
B.
Sahaf
,
C. D.
Jones
,
B. B.
Simen
,
B.
Hanczaruk
,
K. D.
Nguyen
, et al
.
2009
.
Measurement and clinical monitoring of human lymphocyte clonality by massively parallel VDJ pyrosequencing.
Sci. Transl. Med.
1
:
12ra23
.
43
Setliff
,
I.
,
W. J.
McDonnell
,
N.
Raju
,
R. G.
Bombardi
,
A. A.
Murji
,
C.
Scheepers
,
R.
Ziki
,
C.
Mynhardt
,
B. E.
Shepherd
,
A. A.
Mamchak
, et al
.
2018
.
Multi-donor longitudinal antibody repertoire sequencing reveals the existence of public antibody clonotypes in HIV-1 infection.
Cell Host Microbe
23
:
845
854.e6
.
44
Correia
,
B. E.
,
J. T.
Bates
,
R. J.
Loomis
,
G.
Baneyx
,
C.
Carrico
,
J. G.
Jardine
,
P.
Rupert
,
C.
Correnti
,
O.
Kalyuzhniy
,
V.
Vittal
, et al
.
2014
.
Proof of principle for epitope-focused vaccine design.
Nature
507
:
201
206
.

J.E.C. has served as a consultant for Sanofi, Novavax, and Takeda and is on the Scientific Advisory Boards of CompuVax, GigaGen, and Meissa Vaccines, is a recipient of previous research grants from Moderna and Sanofi, and is founder of IDBiologics, Inc.