Abstract
The skin at the site of HSV-2 reactivation is enriched for HSV-2–specific T cells. To evaluate whether an immunotherapeutic vaccine could elicit skin-based memory T cells, we studied skin biopsies and HSV-2–reactive CD4+ T cells from PBMCs by T cell receptor (TCR) β chain (TRB) sequencing before and after vaccination with a replication-incompetent whole-virus HSV-2 vaccine candidate (HSV529). The representation of HSV-2–reactive CD4+ TRB sequences from PBMCs in the skin TRB repertoire increased after the first vaccine dose. We found sustained expansion after vaccination of unique, skin-based T cell clonotypes that were not detected in HSV-2–reactive CD4+ T cells isolated from PBMCs. In one participant, a switch in immunodominance occurred with the emergence of a TCR αβ pair after vaccination that was not detected in blood. This TCRαβ was shown to be HSV-2 reactive by expression of a synthetic TCR in a Jurkat-based NR4A1 reporter system. The skin in areas of HSV-2 reactivation possessed an oligoclonal TRB repertoire that was distinct from the circulation. Defining the influence of therapeutic vaccination on the HSV-2–specific TRB repertoire requires tissue-based evaluation.
Keywords: Vaccines, Virology
Keywords: Adaptive immunity, Cellular immune response, T cell receptor
T cell receptor B sequencing reveals that HSV-2–specific T cell clonotypes in skin are minimally reflected through PBMC sampling.
Introduction
While antivirals for HSV-2 have been in widespread use for over 35 years, HSV-2 infection continues to be highly prevalent globally (1–3). As such, development of novel methods to curtail HSV-2 reactivation and transmission are needed. T cell immune responses are associated with severity and reactivation frequency of mucosal HSV infections (4, 5), contributing to interest in the development of immunotherapeutic approaches to control HSV-2 reactivation. Although recombinant HSV-2 protein-based vaccines have been tested, and one demonstrated a partial but significant reduction in the rate of subclinical HSV-2 reactivation among seropositive adults (5–8), correlation between humoral or cellular markers of HSV-2 immunogenicity and vaccine response has not been demonstrated (5, 8–11). Likewise, T cell responses in PBMCs were not associated with efficacy in studies of peptide-based vaccines (12, 13). In a phase I study of HSV529, a replication-deficient HSV-2 whole-virus vaccine, 46% of HSV-2–seropositive participants had a detectable increase in IFN-γ expression in CD4+ T cells from PBMCs (14). There was minimal (<10%) change in IFN-γ expression from CD8+ T cells over the course of the vaccine trial.
Except during acute infection, HSV-specific CD4+ T cells comprise only a small percentage of circulating CD4+ T cells (15). T cell production of IFN-γ or other cytokines in response to whole virus or peptide-based libraries is typically used to determine HSV specificity or activity (16–19). In a study of 40 HSV-2–seropositive individuals during clinical quiescence, 0.04%–3.77% (median, 0.31%) of CD4+ T cells from PBMCs expressed IFN-γ after HSV-2 stimulation in vitro (20). As a surrogate marker of activation, HSV-specific CD4+ and CD8+ T cells can express CD137 after in vitro exposure to antigen and antigen-presenting cells (APCs) in activation-induced marker assays (21). Cytokine production after cognate antigen exposure remains the gold standard to identify T cells with HSV specificity used in studies of vaccine response.
Data from animal models, corroborated by mathematical modeling of human data and observational human studies, have supported the importance of skin-resident memory T cells in the adaptive immune responses to HSV-2 reactivation (22–27). These cells are distinct from skin-migratory T cells by phenotype, skin ingress and egress markers, and spatial localization (27–29). A potential explanation for the lack of association between clinical benefit and measured immune response in immunotherapeutic vaccine trials is that the immune correlates of efficacy may lie in alteration of the immune responses in the genital or mucosal skin, rather than the response detected in circulating PBMCs.
To investigate whether a 3-dose vaccination series with HSV529 could elicit changes in the skin-based T cell response, we performed T cell receptor (TCR) β chain (TRB) repertoire sequencing and quantitation of the number of copies of each unique TRB sequence (clonotype) of genital skin biopsies taken during clinical quiescence from the site of previous symptomatic HSV-2 reactivation before and after each dose. Previous work has shown the stability of this repertoire over time (28, 30, 31). The TRB repertoire of HSV-2–reactive CD4+ T cells from PBMCs was also obtained to allow for extrapolation of probable HSV-2–specificity among skin-identified clonotypes. CD4+ T cells were selected for comparison due to their observed expansion in the phase I clinical trial preceding this study (Clinicaltrials.gov NCT01915212) (14). We found that an immunotherapeutic vaccination elicits skin-based immune responses, including expansion of HSV-2–specific T cell clonotypes. Expansion in HSV-2–specific CD4+ clonotypes targeting many varied HSV-2 epitopes was observed in blood. We also found sustained expansion after vaccination of unique, skin-based T cell clonotypes that were not detected in HSV-2–reactive CD4+ T cells isolated from PBMCs.
Results
Vaccination does not alter T cell abundance or localization at sites of HSV-2 reactivation.
To determine whether an immunotherapeutic vaccine against HSV-2 might alter the T cell repertoire at the site of HSV-2 reactivation, 9 persons between the ages of 32 and 54 years, with a known history of symptomatic HSV-2 (median duration, 11.9 years) were enrolled (Figure 1A and Supplemental Tables 1 and 2; supplemental material available online with this article; https://doi.org/10.1172/jci.insight.179010DS1) (Clinicaltrials.gov NCT02571166). Vaccine doses were given at days 0, 30, and 180, and biopsies were performed at days 0, 10, 30, 40, 180, and 190 (Figure 1A). Seven participants completed the entire 3-dose, 7-biopsy study protocol; 2 individuals participated in the full duration of the study but declined biopsies after day 40.
To determine whether vaccination influenced the size of the skin-based T cell repertoire, the density of CD4+ and CD8+ T cells resident during an active lesion and clinical quiescence before and after each vaccination dose were enumerated in biopsies from the lesion-area skin. T cell immunofluorescence showed that vaccination was not associated with an increase in CD4+ or CD8+ T cell density at the lesion site (Figure 1, B and C). We also did not observe differences in CD4+ or CD8+ T cell special localization at either the lesion site or arm by visual inspection. T cells were seen to be distributed in the upper dermis, dermal epidermal junction, or in clusters, as is typically observed. (Figure 1, D–F) (31, 32). The density of total CD4+ and CD8+ T cell infiltration was lower in the arm at enrollment compared with the lesion area during clinical quiescence (day 0) (Figure 1, B and C). Although vaccination was delivered to the contralateral arm, the number of CD4+ T cells in the arm biopsy was significantly higher after vaccination compared with that before vaccination (14.0 vs. 40.0, 49.8, and 39.6 cells/mm2, P = 0.02, 0.01, and 0.04, respectively), but the number of CD8+ T cells did not change significantly. Four participants had genital HSV-2 recurrences (lesions) in the 3 months before vaccination. All biopsies from these lesions demonstrated the massive lymphocyte infiltration typically associated with symptomatic reactivation (Figure 1F).
The TRB repertoire in lesion-area skin is larger and more diverse than in the arm.
We performed bulk TRB sequencing from skin to visualize the TRB repertoire in lesion-area skin in comparison to the arm. TRB sequencing from lesion site biopsies taken during clinical quiescence, just before vaccination (day 0), identified a median of 1,966 unique clonotypes and 52 clonotypes identified at >4 copies per participant. Vaccination did not result in a significant increase in the median number of unique clonotypes in the lesion area per participant or the number of unique clonotypes detected at >4 copies (Figure 1, G and H). More clonotypes were detected at >4 copies in HSV lesion sites than in the arm at two of 3 sampled time points (day 10 and 190) (Figure 1H). TRB repertoire clonality, defined as the inversion of Shannon entropy (a comparative measure of the number and frequency of unique TRB sequences in each sample) (33), was greater in lesion site than arm biopsies at day 10 (P = 0.03) but did not change in the lesion site after any of the 3 vaccinations (Figure 1I).
Vaccination elicited HSV-2–reactive CD4+ T cells in blood.
To obtain TRB sequences to perform clonal tracking of a known population of HSV-2–reactive CD4+ T cells, HSV-2–reactive CD4+ T cells were isolated from PBMCs before and after the first vaccine dose (see Methods). At day 0, a median of 30 unique clonotypes per participant were identified (range, 25–51 clonotypes). After vaccination, the median number of unique HSV-2–reactive clonotypes increased 8-fold to a median of 237 clonotypes per participant (range, 46–1,360 clonotypes/participant, unpaired Wilcoxon’s P = 0.002, excluding participant 4 [P4], whose cells underwent ex vivo expansion prior to sequencing) (Supplemental Table 3). Almost all of the 233 HSV-2–reactive clonotypes in PBMCs at day 0 were detected at single copy, whereas at day 10, clonotypes were found at >2 copies in 6 of 9 participants, suggesting that an increase in detectable HSV-2–reactive T cells in the blood after vaccination with HSV529 comes from expansion of relatively low abundance clonotypes. The low copy number of each unique T cell sequence, particularly from day 0, is not unexpected because HSV-2–reactive T cells were not expanded in vitro prior to sequencing (Supplemental Figure 1).
Almost half of vaccine-elicited HSV-2–reactive T cells from PBMCs detected in skin were present in skin prior to vaccination.
We next mapped the frequency of detection and persistence of these PBMC-identified HSV-2–reactive CD4+ T cell clonotypes in TRB repertoires from lesion-area and control site biopsies. Prevalent clonotypes were defined as clonotypes that had been detected prior to the initiation of the vaccine series, whereas elicited clonotypes were defined as those only detected after initiation of vaccination. Of 205 HSV-2–reactive clonotypes detected in PBMCs from all 7 tested participants at day 0, 16 (7.8%, in 4 participants) HSV-2–reactive blood clonotypes were detected in any skin biopsy from day 0 to day 190, and 7 (in 3 participants) of the 16 (43%) were detected at day 0. Three participants did not have day 0 blood clonotypes detected in skin. Eight clonotypes from blood at day 0 were detected in the active lesion biopsies from 4 participants (Figure 2, A and B, and Supplemental Tables 3 and 4). Ten days after dose 1, 2212 HSV-2–reactive clonotypes were detected in PBMCs; only 5 (0.1%) had also been detected in the day 0 blood sample. 447 of 2,212 (20%) clonotypes were detected in lesion-area skin from day 0 to day 190, with 203 of those 447 (45%) detected in skin at day 0 (from 8 of 9 participants) (Figure 2, C and D; Supplemental Table 3; and Supplemental Table 4, A and B), and 247 of 1,920 had been detected at the time of active lesion in the 4 participants where that biopsy was available (Supplemental Table 4C). Thus, 45% of skin-detected and 9% of all vaccine-elicited clonotypes from PBMCs were present as resident T cells in tissue at study onset (day 0) (Figure 2D). Overlap between the arm at any time point and the day 0 or day 10 HSV-2–reactive clonotypes from blood was low, ranging from 0 to 5 clonotypes per person from the day 0 sample and 0–25 clonotypes per person after vaccination (Supplemental Table 4). By evaluation of characteristic MAIT TRA gene usage (TRAV1-2 and TRAJ families 12, 20, or 33) in P4 and P2, potential MAIT-like cells represented approximately 2% (0.9%–2.6%) of TCR sequences in lesion site and control biopsies and did not change with vaccination (Supplemental Table 5). In summary, vaccination increased the number of detectable, unique HSV-2–reactive CD4+ T cell clonotypes in blood (205 to 2,212 clonotypes across all participants). Of vaccine-elicited clonotypes, approximately 20% were detected in skin biopsies at any point, and nearly half of these had been present in genital-area skin at the time of the initiation of the vaccine series.
Persistence and expansion of skin-based clonotypes.
We next characterized the skin-based repertoire over time to determine how the relative abundance of clonotypes in skin changed over the course of vaccination. To narrow analysis to clonotypes of greatest interest, we identified and ranked the skin-based clonotypes with the greatest expansion (≥6-fold increase in number of copies) after the first vaccine dose (from day 0 to day 10) as “tissue-expanders” and examined their durability in serial biopsies from lesion-area skin, and detection in serial biopsies from the arm and in HSV-2–reactive CD4+ T cells from PBMCs. Prevalent clonotypes that increased ≥6-fold after dose 1 at the lesion site were infrequently detected in blood and did not undergo similar expansion in the arm (P4, Figure 3A, all others Supplemental Figure 2). Clonotype trajectories of prevalent clonotypes increasing by ≥6-fold over dose 1 are shown in all participants in Figure 3B. Figure 3C shows elicited clonotypes that were newly identified at 6 copies or greater at day 10 after dose 1. In Figure 3, B and C, clonotypes identified as HSV-2–reactive CD4+ T cells from PBMCs are shown in red. The longitudinal detection and CDR3 amino acid sequence of each tissue-expanding clonotype over dose 1 in all participants is shown in Supplemental Figure 2, A and B, and Supplemental Table 6, A and B. The number of prevalent and elicited expanding clonotypes in each participant is summarized in Table 1. Among all participants, there was more expansion (by number of clonotypes increasing by ≥6-fold) in the lesion-area biopsies from day 0 to 10 (median, 11 clonotypes; range, 1–34 clonotypes) than in the arm biopsies from day 10 to 190 (median, 0 clonotypes; range, 0–4 clonotypes; P = 0.01 by paired Wilcoxon’s) and day 40 to 190 (median, 0 clonotypes; range, 0–3 clonotypes; P = 0.01). Expansion in lesion-area biopsies was greatest after dose 1 and waned after doses 2 and 3, but these differences were not significant by paired Wilcoxon’s (Figure 3D and Supplemental Table 6C). There were a similar number of prevalent and elicited clonotypes expanding after dose 1 and 3 and a greater number of prevalent clonotypes expanding after dose 2 by paired Wilcoxon’s (Figure 3E). Expanding clonotypes represented a greater proportion of prevalent than elicited clonotypes (Table 1). Among 535 prevalent and elicited clonotypes expanding in tissue after dose 1, 21 unique clonotypes were detectable as HSV-2–reactive CD4+ T cells in blood from only 2 participants (Figure 3, B and C, and Table 1).
Table 1. Number of unique clonotypes, expansion after vaccine doses, detection in HSV-2–reactive CD4+ T cells from blood, and tissue residency of prevalent and elicited clonotypes in skin.
To further characterize prevalent clonotypes and their persistence in tissue over time, we compared their detection in serial biopsies. Prevalent and elicited clonotypes were identified to be resident if they were present in >3 of 5 and >2 of 3 (for those 2 persons who did not have biopsies performed after day 40) after day 0. A median of 9.3% of prevalent clonotypes were resident in tissue after day 0, compared with 1.3% of elicited clonotypes (P = 0.004) (Supplemental Figure 2, A and B, and Table 1). Of expanders, a median of 80% of prevalent clonotypes compared with a median of 33% elicited clonotypes were resident after vaccination (P = 0.004 by paired Wilcoxon’s). In all, prevalent clonotypes were more persistent in tissue than vaccine-elicited clonotypes.
We compared persistence and expansion over vaccine doses 2 and 3. Supplemental Figure 2C displays the clonotypes that expanded ≥6-fold from day 30 to day 40 before and after dose 2 or were detected at >6 copies at day 40 after not being present prior to vaccination. Over all participants, more expansion was detected after dose 1 than over the whole 6-month biopsy series or over the 10 days before and after doses 2 and 3 (Figure 3D, summary in Table 1). P6 was the only participant in whom greater expansion was detected after dose 2 than dose 1. In all participants, 295 clonotypes increased in copy number after dose 2, and more prevalent clonotypes expanded than did elicited clonotypes (Figure 3E). Of those, 72 expanded ≥6-fold over the first dose and 11 expanded ≥6-fold-over the second (day 30 to day 40); only 1 clonotype (in P6) expanded ≥6-fold over both doses.
Disparity between skin and PBMC clonotypes.
Next, we aimed to quantify the representation of skin-based clonotypes and HSV-2–reactive CD4 TRB sequences from blood. TRB repertoire sequencing demonstrated that the T cell populations in the skin and blood shared few clonotypes. We analyzed the unique TRB sequences identified as clonotypes of interest in skin: (a) those expanding ≥6-fold after the first vaccine dose (n = 266), (b) those appearing at ≥6 copies after the first vaccine dose (n = 262), and (c) those that were detected in more than 70% of all lesion-area biopsies (n = 1,904 total, or 212 per participant on average) (Table 1). Across all samples, 0.7% of skin-based TRB sequences were detected among HSV-2–reactive CD4+ T cells from PBMCs (495 unique nucleotide sequences), which reflects 13% of PBMC-detected HSV-2–reactive CD4+ T cells (Supplemental Tables 3 and 4). The day 10 blood sample captured 4% of expanded (increased by ≥6-fold after dose 1) or highly elicited (detected at ≥6 copies at day 10) tissue-based clonotypes (22 of 528): 10 prevalent and 12 elicited clonotypes. It also captured 6.0% (114 of 1,904) of clonotypes resident in skin, i.e., clonotypes detected in most skin biopsies after day 0 (either ≥4 of 5 or 3 of 3 for those persons with only 4 biopsies). The blood sample at day 0 did not capture any clonotypes expanded or elicited at ≥6 copies after vaccine dose 1 and captured only 7 (0.2%) of skin-resident clonotypes (Supplemental Tables 3 and 4).
Asymptomatic HSV shedding was common and unchanged over periods of observation.
HSV-2 shedding (as defined by detection of HSV-2 DNA by PCR on a genital-area self-swab) during the trial was common, occurring in 5 of 9 participants during the first dose (from day 0 to 10), 3 of 9 during the second (from day 30 to 40), and 4 of 9 during the third (from day 180 to 190). All but 2 participants experienced shedding between dose 1 and 2. Persons with or without shedding were not observed to have alterations in their TRB repertoire or greater overlap with HSV-2–reactive CD4+ T cells from blood if shedding was situated prior to a biopsy (Supplemental Table 7).
Stability in V-J usage in skin and shifts in oligodominance after vaccination.
To further investigate changes in TRB repertoires after vaccination, we evaluated the distribution of V-J usage within each participant’s TRB repertoire. In HSV-2–reactive CD4+ T cells from blood, V-J usage changed relatively dramatically between day 0 and day 10. By contrast, V-J usage in the arm was relatively constant across the vaccination series (Figure 4A and Supplemental Figure 3). In genital-area skin, vaccination resulted in a detectable shift of V-J usage in 3 of the 9 participants after the first dose (P3, P4, and P5). In P3, BV24 and BV28 clonotypes were elicited and persisted through day 190. In P5, a BV18 clonotype was elicited at day 10 but was not detectable after day 30 (Figure 4A and Supplemental Figure 3). In P4, TRA/TRB sequencing of archived samples showed that prior to vaccination, a highly oligodominant V-J combination had been dominant for more than 2 years and a previously infrequent oligodominant V-J combination became dominant at day 10. Prior to vaccination (day 0 and in 5 biopsies from 2 years before the vaccine trial) in P4, the most dominant V-J gene combination was TRAV21-01/TRAJ33-01 and TRBV07-09/TRBJ02-01. After vaccination, oligodominance switched to TRAV25-01/TRAJ15-01 and TRBV14-01/TRBJ02-05. Figure 4B illustrates the oligoclonal pattern by TRAV/J and TRBV/J genes of the most prevalent TCR clonotypes 2 years prior to vaccination and at day 0 and day 10 after vaccination in genital-area skin biopsies from P4. This vaccine-shifted, oligodominant V-J combination remained dominant in all subsequent biopsies, through day 190.
We next wanted to determine whether the most abundant postvaccination TRA/TRB pair in P4 (TRAV25-01/TRAJ15-01 CAEYQAGTALIF; TRBV14-01/TRBJ02-05 CASSQGETQYF) was HSV-2 specific. Because it was not detected in blood at day 10 by activation-induced marker–based isolation of HSV-2–reactive T cells from PBMCs, a synthetic TCR with this TRA/TRB pair was expressed in a CD4-expressing Jurkat-based cell line with a NR4A1-mNeonGreen reporter system. NR4A1, also known as Nur77, is activated upon binding of the TCR to ligand. The transduced cell line showed reactivity in response to whole HSV-2 presented by autologous APCs, indicating HSV-2 specificity (Figure 4C). Specificity was refined by showing reactivity to a single HSV-2 protein, VP22, encoded by UL49, and a single VP22 peptide corresponding to residues 81–93 (ARPRRSASVAGSH) (Supplemental Figure 4, A and B). To determine if this TCR had the characteristics of TCRs used by CD4+ T cells, we examined inhibition of activation of the reporter Jurkat line by HLA class II loci–specific blocking antibodies. A monoclonal antibody that blocks HLA-DP, but not those that block HLA-DR or DQ, was able to prevent reporter cell activation (Supplemental Figure 4C). Together with recognition of killed viral antigen, these data support that this TRA/TRB pair originated in a CD4+ T cell, indicating that vaccination elicited HSV-specific tissue-based CD4+ T cells not detected in PBMCs.
Mapping HSV-2 specificity of clonotypes detected in both PBMCs and skin biopsies.
To explore the antigenic specificity of clonotypes that were shared in the blood and skin compartments in P4, we evaluated CD4+ T cells reactive to HSV-2 from day 10 PBMCs by single-cell TRA/TRB sequencing and fine-specificity determination (Supplemental Figure 5). HSV-2 reactivity was determined by expression of CD137 (4-1BB) by memory T cells after activation through TCR by UV-HSV186, yielding live, antigen-reactive cells for single-cell cloning directly ex vivo (21). Among 192 clones generated from CD4+ T cells with high CD137 expression after stimulation with UV-HSV186, 190 proliferated in response to whole HSV-2 antigen, suggesting highly efficient enrichment of HSV-2–reactive clones (Supplemental Figure 5, A and B). Paired TRA/TRB sequencing yielded a single productive TRB and either 1 or 2 productive TRA CDR3 sequences in 160 of these clones (Supplemental Figure 5C and Supplemental Table 8). Of these 160, we selected 16 clones that had perfect TRB nucleotide sequence matches in genital skin and had characteristics of clonotypes of interest — either expanding ≥4-fold after the first dose or identified at ≥4 copies at day 10 — and determined their viral protein-level specificity using a library of all curated HSV-2 proteins (30). Figure 5A shows the number of copies detected in skin and blood and TCR specificity from all 16 clones. Reactivity was observed to proteins encoded by genes ICP0, UL11, UL22, UL23, UL39, UL49, and US6, among others, indicating that among these overlapping clonotypes antigenic specificity did not seem to be related to their detection in both compartments (Supplemental Table 9). A representative example of HSV-2 protein UL11 specificity (clonotype 3 in Figure 5A) is shown in Figure 5B. This also confirmed HSV-2 specificity of 16 clonotypes in P4 that were observed to either expand from day 0 to day 10 or were newly detected in tissue after dose 1 at ≥4 copies, all of which were resident in tissue; these clonotypes were identified as clonotypes of interest. Therefore, in this participant, vaccination induced broad CD4+ T cell reactivity in the skin at a site of previous HSV-2 reactivation.
Analysis using a sequence-similarity algorithm (TCRdist3) was undertaken to determine the publicity of HSV-2–reactive clonotypes among these 9 participants with chronic HSV infection and their relationship with clonotypes observed to expand. Among all HSV-2–reactive or HSV-2–specific clonotypes from blood and 1,100 total sequences observed to expand by or be elicited at ≥4 copies and using a conservative definition of TRB sequence similarity (<13 sequence-similarity distance units (nearest-neighbor distance), 38 clusters of clonotypes involving 3 or more clonotypes were identified, including 10 with sharing among participants and 11 with sharing among sites (Supplemental Table 10).
Discussion
Our study reveals several potentially new observations pertinent to immunotherapeutic vaccines or systemic immunotherapies for infectious and, likely also malignant, diseases. Immunization with a recombinant, replication-defective vaccine delivered intramuscularly in the arm elicited expansion of HSV-specific responses in blood and skin near a typical HSV lesion site in all participants. Demonstration of T cell expansion after vaccination was more sensitive through evaluation of skin biopsies than through PBMC sampling. While vaccination led to an increase in detection in blood of clonotypes also resident and highly abundant in skin, these represented a small minority of the total skin clonotypes and clonotypes of interest. TRB clonotypes that increased in abundance after vaccination in skin or appeared as vaccine elicited in blood were often from the population of clonotypes present in skin prior to vaccination (both during quiescence at day 0 and/or in an active lesion at enrollment). Our findings are compatible with our current understanding of the immune response to chronic infection with HSV-2: there is a population of skin-resident T cells that is located at the site of reactivation and is poised to respond to viral challenge as it occurs (28, 32, 34). Moreover, among vaccine-elicited and vaccine-expanded clonotypes in skin, clonotypes already present at the time of vaccine initiation were more likely to remain resident in skin. Therefore, for a sustained response, it is tissue-based clonotypes to which immunotherapy must be directed. Unfortunately, a viable and robust mechanism by which to pursue this in humans has not yet been identified. The vaccine we used was discontinued from further study due to the relatively poor immunogenicity based on standard assays; however, the immune responses detected by TRB clonotype tracking were substantially different than predicted by PBMC intracellular cytokine staining. Whether heightened tissue-based responses would be of clinical benefit or whether tissue-based responses might predict clinical efficacy requires study. Novel technologies to recruit and bolster skin-based resident T cells should be a focus for the development of immunotherapeutic vaccines against HSV-2.
The uniqueness and persistence of the skin-resident population are shown most strikingly in P4, in whom TRB repertoire sequencing was possible for samples from 2 years prior to the present study. From these pretrial biopsies, an oligoclonal population (>10% of TRB clonotypes derived from the same V-J combination) was detected in genital region biopsies and was not present in the arm or in HSV-reactive CD4+ T cells from PBMCs. A switch in the immunodominant oligoclonal “swarm” of clonotypes, from one dominant V-J combination to another, occurred after the first vaccine dose and was sustained for the full 6 months of this study with a single dominant TRB. By creation of a synthetic TCR, we confirmed that this vaccine-elicited, dominant T cell clonotype originated from an HSV-2–reactive CD4+ T cell, and its specificity was mapped to UL49.
Over all participants, vaccination, including repeated boosting doses, was not associated with an increase in the total cell population at the site of HSV-2 reactivation, as measured by T cell density, and indeed, boosting did not appear to enhance responses described here after dose 1 by T cell count or clonal tracking. In fact, the expansion response to subsequent doses appeared to diminish from dose 1 to doses 2 and 3. This cannot be explained by the available data presented here, but tissue-based study of subsequent vaccine trials may shed light on whether this may reflect antigen reexposure fatigue or repertoire trimming. In all participants, selective increases in clonotypes were observed and detection of shared HSV-2–reactive TRB sequences increased after the first vaccine dose, albeit expansion varied considerably by participant. Determinants of such variability absolutely require further evaluation. These data indicate that immunogenicity studies of immunotherapeutic vaccines should carefully assess alterations in the TCR repertoire of the pathogen under study and not necessarily a total quantitative increase in antigen-specific T cells.
Within-person TRB nucleotide sequence identity with defined HSV-2–reactive clonotypes from PBMCs was used here as a surrogate indicator of HSV-2 specificity of tissue-based TRB sequences. This mechanism undoubtedly misses a large proportion of tissue-based HSV-2–specific T cells, such as the nonblood clonotype shown to be HSV-2 specific when expressed in a reporter system, but the true extent of HSV-2 specificity among tissue-resident T cells has not been defined. Alternative methods to expand the capacity to determine the specificity of tissue-based T cell clonotypes are in development, but clonal tracking is one emerging method to expand the capacity to define T cell specificity into difficult to reach compartments.
The lack of overlap between skin and CD4+ T cells from PBMCs is magnified by the ability to select for CD4+ T cells with HSV-2 specificity from PBMC samples, which was not feasible for skin biopsies. Indeed, the contribution of CD8+ T cell clonotypes to the observed vaccine response in the skin is unknown, and although CD4+ T cell expansion was predicted by PBMC-based analysis in initial vaccine trials, this may not be representative of the response in skin. Altogether, even when selecting for those TCR clonotypes in greatest abundance in skin where overlap with PBMCs seems most likely, there was little representation in the HSV-2–enriched CD4+ T cell samples. In a chronic viral disease for which an effective vaccine has not been found after many years of trials, we wonder whether the focus on responses in PBMCs may partly explain previous failures. Our findings suggest that the inclusion of skin-based responses in the design of immunotherapeutic vaccines with a skin-based target may provide insights and perhaps bring an effective vaccine for HSV-2 and other chronic infections closer to reality. This study has shown conceptually that therapeutic targeting of T cells resident in genital skin sites by immunotherapeutic vaccination is possible.
Methods
Sex as a biological variable.
Men and women were enrolled in this clinical trial. Due to the small study size, results were not stratified by sex but are anticipated to be applicable to both sexes.
Study design.
This study was designed as an open-label phase I study to observe the shifts in the TRB repertoire in the skin at the site of HSV-2 reactivation in comparison to HSV-2–reactive CD4+ T cells obtained from peripheral blood and biopsies from an uninvolved arm site over the course of a 6-month, 3-dose vaccination study with replication-incompetent vaccine candidate HSV529 (Sanofi). This study was specifically designed to evaluate whether immunologic changes occurred in sequential genital skin biopsies following HSV529 vaccination. Arm biopsies, lesion-site biopsies during a symptomatic lesion, and lesion-site biopsies following HSV suppression with acyclovir were used in each participant as internal controls — all participants received vaccine (see study schema in Supplemental Table 1 and Figure 1A). Demographic information is shown in Supplemental Table 2.
Participant recruitment and enrollment.
Healthy men and women with a history of symptomatic genital herpes in areas amenable to biopsy were recruited to the University of Washington Virology Research Clinic in Seattle, Washington, USA. Sex was not considered as a biological variable. HSV-2 seropositivity was confirmed by Western blot (35). Persons living with HIV were excluded.
Vaccine.
The vaccine contained 0.5 mL (1 × 107 PFU/dose) of HSV529, a replication-deficient, double-deletion (UL5 and UL29) HSV-2 strain (Sanofi) (36). Doses were delivered by intramuscular injection into the deltoid at days 0, 30, and 180. (Figure 1A and Supplemental Table 1).
HSV lesion-area skin biopsies.
Genital-area skin biopsies (3 mm) were obtained at the site of HSV-2 reactivation, confirmed either by observation of a lesion at a study visit or by reported history. At enrollment, participants had a baseline biopsy performed at the site of a lesion, if present, or at the site of the most frequent recurrence, and received 4 weeks of valacyclovir 500 mg daily to suppress HSV-2 reactivation. Participants stopped valacyclovir 3 days prior to vaccination. Lesion site skin biopsies were performed prior to each vaccine dose on days 0, 30, and 180, and 10 days after each dose at days 10, 40, and 190 (14). Non-HSV-involved skin biopsies were obtained from the arm (contralateral to vaccine dose) at days 0, 10, 40, and 190. Biopsy samples were fresh frozen in optimum cutting temperature compound. Participants performed self-swabbing of the genital area daily for the first 30 study days and for 10 days after each vaccine dose. Detection of HSV DNA by PCR was performed as described previously (37).
DNA extraction and sequencing.
A 1 × 3 mm cross-section (inclusive of epidermis and dermis) from each biopsy was digested with proteinase-K, and genomic DNA (gDNA) was extracted by spin column (Qiagen DNeasy). TRB repertoire sequencing was performed using gDNA samples by Adaptive Biotechnologies using the ImmunoSEQ assay (38). TCRα (TRA) chain sequencing (Adaptive Biotechnologies) of the same gDNA samples was performed for 2 participants. Adaptive TCR sequencing is a gDNA PCR-based platform in which the number of TRB sequence reads is proportional to the number of T cells bearing that unique sequence in each sample (39). In our experience, a variable but small proportion of HSV-2–specific T cell clonotypes with the same TRB nucleotide sequence will be paired with different TRA sequences (40). The number of unique TRB sequences (including CDR3, V, D, and J chain regions) is therefore a surrogate for the number of cells of that clonotype. CDR3 nucleotide sequences plus V and J chain region identifications were used to compare persistence and detection of a specific clonotype within samples from a single participant. CDR3 amino acid sequences (with V and J chain usage) were used to compare clonotype publicity across multiple participants.
Isolation of PBMCs.
In the initial trial of HSV529, the majority of alterations in HSV-2–specific T cell responses in PBMCs from HSV-2–seropositive participants were in the CD4+ T cell population (14). HSV-2–reactive CD4+ T cells were enriched from PBMCs obtained at days 0 and 10 by two methods. In the first of these, PBMCs were incubated with UV-inactivated cell-associated HSV-2 strain 186 (UV-HSV186) for 18 hours and stained for IFN-γ and IL-2 by intracellular staining (as modified from Moss et al., ref. 20). Cytokine-producing cells were sorted, DNA was prepared with the Qiagen blood kit, and TRB sequencing was performed as above (Supplemental Figure 1). In 1 participant (P4), at day 10, two selection procedures were performed iteratively to enhance the detection of HSV-2–reactive T cells from PBMCs. After incubation with UV-HSV186, CD3+CD4+CD8–CD137hi cells were sorted and expanded polyclonally (as modified from Jing et al., ref. 21), stimulated again with UV-HSV186, and stained for IFN-γ and IL-2 by intracellular staining (Supplemental Figure 1, method 2). gDNA extraction and TRB sequencing of bulk cytokine-producing cells was performed as above.
Confirmation of HSV-2 specificity and determination of target epitope in PBMC-based clonotypes.
Live CD3+CD4+CD137+ cells (n = 960) from frozen PBMCs obtained from P4 at day 10 after dose 1 were single-cell sorted and cloned as published previously (16). We selected 192 random clones for functional screening with autologous irradiated PBMCs as APCs, UV-HSV186 or UV-mock virus control as antigens, and tritiated thymidine incorporation proliferation assay to determine T cell proliferation in response to the given stimuli. We performed paired TRA and TRB CDR3 sequencing on aliquots of approximately 100 cells per clone using a SMARTSeq-2 cDNA procedure (41). The specificity of selected clones was determined to the level of the antigenic HSV-2 open reading frame as previously described (30). Briefly, each HSV-2 ORF was cloned and expressed in vitro. T cell clones were expanded once as described previously (17). HSV-2 proteins were queried in proliferation assays as pools of 8–12 proteins/pool in matrix array at final concentrations of approximately 1:5,000 of each protein. To confirm specificity, HSV-2 protein(s) from pools at the intersection(s) of positive rows and columns were employed as antigens in subsequent proliferation assays.
Development of reporter cell line.
To create the NR4A1_NeonGreen TCR reporter, the coding sequence of mNeonGreen was integrated in-frame into the NR4A1 locus before the stop codon using CRISPR-induced homology directed repair (42). The mNeonGreen coding sequence (43) (IDT) flanked by a 5′ 334 bp homology arm, 5′ T2A element, and a 315 bp 3’ homology arm was electroporated with recombinant spCas9 (IDT) and NR4A1 CRISPR guide RNA (IDT, sequence AUGAAGAUCUUGUCAAUGAU) into Jurkat clone E6-1 cells (ATCC). Cells were cloned by limiting dilution, and the clone with the highest signal upon stimulation with PMA (5 ng/mL) and ionomycin (5 μg/mL) (Invivogen) was identified. The obtained reporter cell line was further modified by CRISPR knockout of TRA/TRB expression (IDT, gRNA sequences AGAGUCUCUCAGCUGGUACA, CAAACACAGCGACCUUGGGU); cells with successful knockout were sorted for lack of CD3 expression. The final NR4A1_NeonGreen TCR reporter showed upregulation of the reporter signal according to TCR signal strength, mimicking regulation of the endogenous NR4A1 locus (44).
Creation and HSV-2 specificity testing of synthetic TCR.
Full-length, codon-optimized, TCR genes were synthesized (IDT) with TRB preceding a P2A sequence. TRA/TRB pairing was promoted by partially replacing portions of the TRA and TRB constant regions with murine homologs with added cysteine residues. An epitope on the extracellular domain of murine TRB enabled flow cytometry monitoring of transduction as previously reported (45). The TCR inserts were cloned into pRRLSIN.cPPT.MSCV/GFP.WPRE (46) via Gibson assembly (New England Biolabs). After confirmation by sequencing, lentivirus was produced using a third-generation system (Addgene) on LentiX-293T cells (Takada Bio) (45). Sequences are available from GenBank (MZ821077–MZ821078).
Specificity assay.
200,000 synthetic TCR-transduced reporter cells were cocultured with 200,000 participant-matched PBMCs and 1:100 dilution of UV-HSV186 virus or mock for 16–20 hours. Untransduced and PMA/ionomycin-activated reporter cells were used as controls. Cells were labeled with Live Dead Aqua (Invitrogen) and anti-mouse TCR APC (BD Pharmingen) and analyzed on a FACS Canto II for expression of mNeongreen.
Protein-level specificity assay.
Protein-level specificity was assigned by measuring mNeongreen expression after 18-hour incubation of TCR-transduced reporter cells with matrix-pooled protein antigens (as above) spanning the HSV-2 proteome. Protein-level specificity was confirmed by a comparison between the HSV-2 protein of interest and a nonreacting protein at a range of concentrations (1:400 to 1:1600) for 18–24 hours.
Peptide-level specificity assay.
Peptide-level specificity was assigned by exposing the TCR-transduced reporter cells to pooled, linear peptides (1 μg/mL) covering the UL49 sequence.
Blocking assay.
Monoclonal antibodies against HLA-DP, DQ, and DR at a 1:40 final dilution were added to the specificity assays above, in which UV-HSV186 was also serially diluted (1:100, 1:1,000) to determine HLA specificity (16).
Immunofluorescence staining.
To evaluate the effects of vaccination on T cell infiltration, we evaluated T cell spatial localization and skin density as previously described (32). Thawed, 8 μm skin sections were washed, fixed in acetone, blocked with 1× casein (Vector Laboratories), 2% bovine serum albumin, and 5% normal human sera; incubated for 1 hour in blocking solution at room temperature with mouse anti-human CD4 (1:500; Biolegend); and tagged with Alexa Fluor 488 by tyramide signal amplification (TSA) (Invitrogen), followed by staining with Alexa Fluor 647–labeled mouse anti–human CD8+ (1:100; Caltag Laboratories) overnight at 4°C. After nuclear staining with DAPI (Fluka), skin sections were mounted in Mowiol 40-88 containing 2.5% wt/vol DABCO (Sigma-Aldrich). Images were captured with Nikon Eclipse Ti with NIS-Elements AR Software (v4.40) and viewed in Fiji v2.9 (47). CD8+ and CD4+ T cells were counted manually (in triplicate) in fields of 650 μm2, including the epidermis, dermal-epidermal junction, and the upper dermis (48). To evaluate whether vaccination induced an upregulation of cell surface markers associated with tissue homing and residency, immunofluorescence with an antibody combination of mouse anti-human CD4, followed by TSA amplification, Alexa Fluor 647–labeled mouse anti-human CD69 (1:50; Biolegend) and rabbit anti-human CXCR3 (1:50, Abcam) with Alexa Fluor 546 donkey anti-rabbit secondary (1:100, Invitrogen) was performed, as above.
Statistics.
Comparison of T cell count and density in tissue as well as number of unique TRB sequences (clonotypes) between time points, cell populations, and blood/biopsy sites was performed by Wilcoxon’s signed-rank tests where paired comparisons were used for time points where all participants contributed blood or biopsies, and unpaired comparisons were used for comparisons across day 180 and day 190 biopsies (where only 7 participants contributed biopsies) or day 0 in blood (where 7 persons contributed blood). For comparison of T cell count in tissue, the postvaccination lesion-area biopsies were tested against the arm control and the day 0 baseline biopsy specimens. For comparison of clonotype abundance, lesion-area biopsy time points were compared against corresponding arm biopsy time points (10, 40, and 190 days after dose 1). To compute fold change in abundance over time when clonotypes were not present at both time points, a minimum abundance level of 1 copy was assigned to absent clonotypes. TRA/TRB sequence data were exported from the Adaptive Biotechnologies platform and analyzed off-line. Analyses were performed using SAS 9.4 (SAS Institute), Python 3.6.5, and R 3.4.1 (R Core Team). Nonproductive sequences and those without V and J region identification were excluded from analysis. Statistical significance was defined as a 2-sided P ≤ 0.05. Sequence similarity was evaluated for unique CDR3 amino acid sequences from blood (limited to clonotypes observed at >1 copy from the sample that underwent ex vivo expansion prior to sequencing) and those expanding after vaccination in skin using TCRdist3 (v0.2.2) (49, 50). Clonotypes considered to be similar were restricted to those within 13 nearest-neighbor distance units, which would allow up to 4 exchanges of biochemically similar amino acids or 1 biochemically dissimilar amino acid or deletion in the CDR3 region or up to 12 exchanges in other regions. Logoplots were created with ggseqlogo.
Study approval.
Participants provided informed consent to participate in the trial. The University of Washington Human Subjects Division approved the study procedures. The trial was monitored by a Data Safety Monitoring Board. The trial was registered on Clinicaltrials.gov (NCT02571166).
Data availability.
Data used to produce each figure are available in the Supporting Data Values file. The TCR sequencing data that support the findings of this study are available for review at Adaptive Biotechnologies (https://clients.adaptivebiotech.com/pub/ford-2024-jci). The custom code used for these analyses is available at GitHub (https://github.com/esford3/HSV529_manuscript and https://github.com/alvason/visualizing_Tcell_response_after_HSV2_vaccine) or by reasonable request from DMK or LC.
Author contributions
CJ, ASM, JZ, and LC designed the study. ESF, AZL, LJ, ASM, KMB, DMK, and LC provided TCR data analysis and bioinformatics. LD, LJ, KJL, KB, MO, and DMK provided PBMC-based T cell assays and analysis. ESF, MLH, and JZ analyzed skin biopsies. KD provided synthetic TCR specificity. ME, JLR, and AGC designed the reporter cell line to test TCR specificity. CJ recruited participants and provided clinical guidance. ESF, ASM, KMB, and LC provided statistical analysis. ASM provided statistical consulting. JT, SG, and LC acquired vaccine and provided regulatory guidance. ESF, LC, KJL, DMK, CJ, and ASM prepared the manuscript. All authors reviewed and approved of the manuscript.
Supplementary Material
Acknowledgments
The authors would like to express their appreciation to Amanda Woodward and Mindy Miner for their assistance in editing and revising the final manuscript and to Khamsone Phasouk, Sijie Sun, Alexis Klock, and Lei Jin for their laboratory expertise. This work was supported by NIH grants K08 AI148588 (to ESF), U19 AI113173 (to ESF and ASM), P01 AI030731 (to CJ, ASM, JZ, DMK, and LC), R01 AI042528 (to JZ and LC), AI134878 (to JZ and LC), P30 CA015704 (core facilities), and 75N93019C00063 (to DMK). JT and SG are current employees of Sanofi. Sanofi provided funding to Fred Hutch Cancer Center for this investigator-initiated trial. The funder was not involved in the study design, data collection, data analysis, decision to publish, or manuscript preparation.
Version 1. 07/22/2024
Electronic publication
Funding Statement
Sanofi Pasteur provided funding to FHCC for this investigator-initiated trial. The funder was not involved in the study design, data collection, data analysis, decision to publish, or manuscript preparation.
Footnotes
LD’s present address is: MaxVax Biotechnology, Chengdu, China. KB’s present address is: University of California, Berkeley, Berkeley, California, USA. MO’s present address is: Sana Biotechnology, Seattle, Washington, USA. JLR’s present address is: Shape Therapeutics, Seattle, Washington, USA. ME’s present address is: Servier, Geneva, Switzerland. ASM’s present address is: Departments of Pediatrics and Biostatistics, University of Washington, Seattle, Washington, USA. AZL’s present address is: Diagnostics and Genomics, Bio-Techne, Newark, California, USA.
Conflict of interest: JT and SG are current employees of Sanofi. ASM is a consultant for Cero and AiCuris. CJ has received institutional research funding to the University of Washington from Sanofi, Moderna, and GSK and is a consultant to GSK, Pfizer, and Assembly Biosciences. DMK has received research funding from Sanofi, Immune Design Corporation, and Admedus Immunotherapy concerning herpes vaccines and has served as a consultant to Biomedical Research Models on herpes vaccines. KJL has received salary support from Sanofi and Admedus Immunotherapy. DMK, KJL, and LC are coinventors on patents owned by the University of Washington involving herpes vaccines (9579376, 9044447).
Copyright: © 2024, Ford et al. This is an open access article published under the terms of the Creative Commons Attribution 4.0 International License.
Reference information: JCI Insight. 2024;9(14):e179010.https://doi.org/10.1172/jci.insight.179010.
Contributor Information
Emily S. Ford, Email: esford3@fredhutch.org.
Alvason Z. Li, Email: alvasonli@gmail.com.
Kerry J. Laing, Email: laingk@uw.edu.
Lichun Dong, Email: lichud@u.washington.edu.
Kurt Diem, Email: diem@u.washington.edu.
Lichen Jing, Email: lchjing@u.washington.edu.
Koshlan Mayer-Blackwell, Email: kmayerbl@scharp.org.
Krithi Basu, Email: krithib@berkeley.edu.
Mariliis Ott, Email: mariliis.ott@gmail.com.
Jim Tartaglia, Email: jim.tartaglia@sanofi.com.
Sanjay Gurunathan, Email: sanjay.gurunathan@sanofi.com.
Jack L. Reid, Email: jacklreid10@gmail.com.
Matyas Ecsedi, Email: matyas.ecsedi@pm.me.
Aude G. Chapuis, Email: achapuis@fhcrc.org.
Meei-Li Huang, Email: meeili@uw.edu.
Amalia S. Magaret, Email: amag@u.washington.edu.
Christine Johnston, Email: cjohnsto@u.washington.edu.
Jia Zhu, Email: jiazhu@uw.edu.
David M. Koelle, Email: DKoelle@medicine.washington.edu.
Lawrence Corey, Email: lcorey@fhcrc.org.
References
- 1.Looker KJ, et al. Global estimates of prevalent and incident herpes simplex virus type 2 infections in 2012. PLoS One. 2015;10(1):e114989. doi: 10.1371/journal.pone.0114989. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Looker KJ, et al. Effect of HSV-2 infection on subsequent HIV acquisition: an updated systematic review and meta-analysis. Lancet Infect Dis. 2017;17(12):1303–1316. doi: 10.1016/S1473-3099(17)30405-X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Looker KJ, et al. First estimates of the global and regional incidence of neonatal herpes infection. Lancet Glob Health. 2017;5(3):e300–e309. doi: 10.1016/S2214-109X(16)30362-X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Posavad CM, et al. Severe genital herpes infections in HIV-infected individuals with impaired herpes simplex virus-specific CD8+ cytotoxic T lymphocyte responses. Proc Natl Acad Sci U S A. 1997;94(19):10289–10294. doi: 10.1073/pnas.94.19.10289. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Bernstein DI, et al. Therapeutic vaccine for genital herpes simplex virus-2 infection: findings from a randomized trial. J Infect Dis. 2017;215(6):856–864. doi: 10.1093/infdis/jix004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Van Wagoner N, et al. GEN-003 phase 2 interim results: therapeutic vaccine for genital herpes significantly reduces viral shedding and genital lesions. Open Forum Infect Dis. 2015;2(suppl_1):898. doi: 10.1093/ofid/ofv133.615. [DOI] [Google Scholar]
- 7.Wald A, et al. Therapeutic HSV-2 vaccine (GEN003) results in durable reduction in genital lesions at 1 year. Open Forum Infect Dis. 2014;1(suppl_1):S55–S56. doi: 10.1093/ofid/ofu051.150. [DOI] [Google Scholar]
- 8.Straus SE, et al. Placebo-controlled trial of vaccination with recombinant glycoprotein D of herpes simplex virus type 2 for immunotherapy of genital herpes. Lancet. 1994;343(8911):1460–1463. doi: 10.1016/S0140-6736(94)92581-X. [DOI] [PubMed] [Google Scholar]
- 9.Boukhvalova M, et al. Efficacy of the herpes simplex virus 2 (HSV-2) glycoprotein D/AS04 vaccine against genital HSV-2 and HSV-1 infection and disease in the cotton rat sigmodon hispidus model. J Virol. 2015;89(19):9825–9840. doi: 10.1128/JVI.01387-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Belshe RB, et al. Correlate of immune protection against HSV-1 genital disease in vaccinated women. J Infect Dis. 2014;209(6):828–836. doi: 10.1093/infdis/jit651. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Straus SE, et al. Immunotherapy of recurrent genital herpes with recombinant herpes simplex virus type 2 glycoproteins D and B: results of a placebo-controlled vaccine trial. J Infect Dis. 1997;176(5):1129–1134. doi: 10.1086/514103. [DOI] [PubMed] [Google Scholar]
- 12.Koelle DM, et al. Phase I dose-escalation study of a monovalent heat shock protein 70-herpes simplex virus type 2 (HSV-2) peptide-based vaccine designed to prime or boost CD8 T-cell responses in HSV-naïve and HSV-2-infected subjects. Clin Vaccine Immunol. 2008;15(5):773–782. doi: 10.1128/CVI.00020-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Wald A, et al. Safety and immunogenicity of long HSV-2 peptides complexed with rhHsc70 in HSV-2 seropositive persons. Vaccine. 2011;29(47):8520–8529. doi: 10.1016/j.vaccine.2011.09.046. [DOI] [PubMed] [Google Scholar]
- 14.Dropulic LK, et al. A randomized, double-blinded, placebo-controlled, phase 1 study of a replication-defective herpes simplex virus (HSV) type 2 vaccine, HSV529, in adults with or without HSV infection. J Infect Dis. 2019;220(6):990–1000. doi: 10.1093/infdis/jiz225. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Ouwendijk WJD, et al. T-cell immunity to human alphaherpesviruses. Curr Opin Virol. 2013;3(4):452–460. doi: 10.1016/j.coviro.2013.04.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Koelle DM, et al. Direct recovery of herpes simplex virus (HSV)-specific T lymphocyte clones from recurrent genital HSV-2 lesions. J Infect Dis. 1994;169(5):956–961. doi: 10.1093/infdis/169.5.956. [DOI] [PubMed] [Google Scholar]
- 17.Koelle DM. Expression cloning for the discovery of viral antigens and epitopes recognized by T cells. Methods. 2003;29(3):213–226. doi: 10.1016/S1046-2023(02)00344-4. [DOI] [PubMed] [Google Scholar]
- 18.Jing L, et al. CD4 T-cell memory responses to viral infections of humans show pronounced immunodominance independent of duration or viral persistence. J Virol. 2013;87(5):2617–2627. doi: 10.1128/JVI.03047-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Laing KJ, et al. Diversity in CD8(+) T cell function and epitope breadth among persons with genital herpes. J Clin Immunol. 2010;30(5):703–722. doi: 10.1007/s10875-010-9441-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Moss NJ, et al. Peripheral blood CD4 T-cell and plasmacytoid dendritic cell (pDC) reactivity to herpes simplex virus 2 and pDC number do not correlate with the clinical or virologic severity of recurrent genital herpes. J Virol. 2012;86(18):9952–9963. doi: 10.1128/JVI.00829-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Jing L, et al. Cross-presentation and genome-wide screening reveal candidate T cells antigens for a herpes simplex virus type 1 vaccine. J Clin Invest. 2012;122(2):654–673. doi: 10.1172/JCI60556. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Sato A, et al. Vaginal memory T cells induced by intranasal vaccination are critical for protective T cell recruitment and prevention of genital HSV-2 disease. J Virol. 2014;88(23):13699–13708. doi: 10.1128/JVI.02279-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Schiffer JT, et al. Mucosal host immune response predicts the severity and duration of herpes simplex virus-2 genital tract shedding episodes. Proc Natl Acad Sci U S A. 2010;107(44):18973–18978. doi: 10.1073/pnas.1006614107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Ariotti S, et al. T cell memory. Skin-resident memory CD8+ T cells trigger a state of tissue-wide pathogen alert. Science. 2014;346(6205):101–105. doi: 10.1126/science.1254803. [DOI] [PubMed] [Google Scholar]
- 25.Iijima N, Iwasaki A. T cell memory. A local macrophage chemokine network sustains protective tissue-resident memory CD4 T cells. Science. 2014;346(6205):93–98. doi: 10.1126/science.1257530. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Shin H, Iwasaki A. A vaccine strategy that protects against genital herpes by establishing local memory T cells. Nature. 2012;491(7424):463–467. doi: 10.1038/nature11522. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Gebhardt T, et al. Memory T cells in nonlymphoid tissue that provide enhanced local immunity during infection with herpes simplex virus. Nat Immunol. 2009;10(5):524–530. doi: 10.1038/ni.1718. [DOI] [PubMed] [Google Scholar]
- 28.Zhu J, et al. Immune surveillance by CD8αα+ skin-resident T cells in human herpes virus infection. Nature. 2013;497(7450):494–497. doi: 10.1038/nature12110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Gebhardt T, et al. Different patterns of peripheral migration by memory CD4+ and CD8+ T cells. Nature. 2011;477(7363):216–219. doi: 10.1038/nature10339. [DOI] [PubMed] [Google Scholar]
- 30.Johnston C, et al. Virologic and immunologic evidence of multifocal genital herpes simplex virus 2 infection. J Virol. 2014;88(9):4921–4931. doi: 10.1128/JVI.03285-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Zhu J, et al. Persistence of HIV-1 receptor-positive cells after HSV-2 reactivation is a potential mechanism for increased HIV-1 acquisition. Nat Med. 2009;15(8):886–892. doi: 10.1038/nm.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Zhu J, et al. Virus-specific CD8+ T cells accumulate near sensory nerve endings in genital skin during subclinical HSV-2 reactivation. J Exp Med. 2007;204(3):595–603. doi: 10.1084/jem.20061792. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33. Coffey DG. LymphoSeq: Analyze high-throughput sequencing of T and B cell receptors. https://www.bioconductor.org/packages/release/bioc/html/LymphoSeq.html Accessed June 16, 2024.
- 34.Peng T, et al. An effector phenotype of CD8+ T cells at the junction epithelium during clinical quiescence of herpes simplex virus 2 infection. J Virol. 2012;86(19):10587–10596. doi: 10.1128/JVI.01237-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Ashley RL, et al. Comparison of Western blot (immunoblot) and glycoprotein G-specific immunodot enzyme assay for detecting antibodies to herpes simplex virus types 1 and 2 in human sera. J Clin Microbiol. 1988;26(4):662–667. doi: 10.1128/jcm.26.4.662-667.1988. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Da Costa X, et al. Construction, phenotypic analysis, and immunogenicity of a UL5/UL29 double deletion mutant of herpes simplex virus 2. J Virol. 2000;74(17):7963–7971. doi: 10.1128/JVI.74.17.7963-7971.2000. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Mark KE, et al. Rapidly cleared episodes of oral and anogenital herpes simplex virus shedding in HIV-infected adults. J Acquir Immune Defic Syndr. 2010;54(5):482–488. doi: 10.1097/QAI.0b013e3181d91322. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Robins HS, et al. Comprehensive assessment of T-cell receptor beta-chain diversity in alphabeta T cells. Blood. 2009;114(19):4099–4107. doi: 10.1182/blood-2009-04-217604. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Carlson CS, et al. Using synthetic templates to design an unbiased multiplex PCR assay. Nat Commun. 2013;4:2680. doi: 10.1038/ncomms3680. [DOI] [PubMed] [Google Scholar]
- 40.Dong L, et al. Public TCR use by herpes simplex virus-2-specific human CD8 CTLs. J Immunol. 2010;184(6):3063–3071. doi: 10.4049/jimmunol.0903622. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Jing L, et al. Prevalent and diverse intratumoral oncoprotein-specific CD8+ T cells within polyomavirus-driven merkel cell carcinomas. Cancer Immunol Res. 2020;8(5):648–659. doi: 10.1158/2326-6066.CIR-19-0647. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Nguyen DN, et al. Polymer-stabilized Cas9 nanoparticles and modified repair templates increase genome editing efficiency. Nat Biotechnol. 2020;38(1):44–49. doi: 10.1038/s41587-019-0325-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Shaner NC, et al. A bright monomeric green fluorescent protein derived from Branchiostoma lanceolatum. Nat Methods. 2013;10(5):407–409. doi: 10.1038/nmeth.2413. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Ashouri JF, Weiss A. Endogenous Nur77 is a specific indicator of antigen receptor signaling in human T and B cells. J Immunol. 2017;198(2):657–668. doi: 10.4049/jimmunol.1601301. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Jing L, et al. Extensive CD4 and CD8 T cell cross-reactivity between alphaherpesviruses. J Immunol. 2016;196(5):2205–2218. doi: 10.4049/jimmunol.1502366. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Schmitt TM, et al. Generation of higher affinity T cell receptors by antigen-driven differentiation of progenitor T cells in vitro. Nat Biotechnol. 2017;35(12):1188–1195. doi: 10.1038/nbt.4004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Schindelin J, et al. Fiji: an open-source platform for biological-image analysis. Nat Methods. 2012;9(7):676–682. doi: 10.1038/nmeth.2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Diem K, et al. Image analysis for accurately counting CD4+ and CD8+ T cells in human tissue. J Virol Methods. 2015;222:117–121. doi: 10.1016/j.jviromet.2015.06.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Mayer-Blackwell K, et al. TCR meta-clonotypes for biomarker discovery with tcrdist3 enabled identification of public, HLA-restricted clusters of SARS-CoV-2 TCRs. Elife. 2021;10:e68605. doi: 10.7554/eLife.68605. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Dash P, et al. Quantifiable predictive features define epitope-specific T cell receptor repertoires. Nature. 2017;547(7661):89–93. doi: 10.1038/nature22383. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
Data used to produce each figure are available in the Supporting Data Values file. The TCR sequencing data that support the findings of this study are available for review at Adaptive Biotechnologies (https://clients.adaptivebiotech.com/pub/ford-2024-jci). The custom code used for these analyses is available at GitHub (https://github.com/esford3/HSV529_manuscript and https://github.com/alvason/visualizing_Tcell_response_after_HSV2_vaccine) or by reasonable request from DMK or LC.