| Literature DB >> 35171086 |
Sheng Jiang1,2, Shuting Wu1, Gan Zhao3, Yue He3, Xinrong Guo4, Zhiyu Zhang3, Jiawang Hou3, Yuan Ding3, Alex Cheng3, Bin Wang1,2,3.
Abstract
ABSTRACTThe COVID-19 disease caused by infection with SARS-CoV-2 and its variants is devastating to the global public health and economy. To date, over a hundred COVID-19 vaccines are known to be under development, and the few that have been approved to fight the disease are using the spike protein as the primary target antigen. Although virus-neutralizing epitopes are mainly located within the RBD of the spike protein, the presence of T cell epitopes, particularly the CTL epitopes that are likely to be needed for killing infected cells, has received comparatively little attention. This study predicted several potential T cell epitopes with web-based analytic tools and narrowed them down from several potential MHC-I and MHC-II epitopes by ELIspot and cytolytic assays to a conserved MHC-I epitope. The epitope is highly conserved in current viral variants and compatible with a presentation by most HLA alleles worldwide. In conclusion, we identified a CTL epitope suitable for evaluating the CD8+ T cell-mediated cellular response and potentially for addition into future COVID-19 vaccine candidates to maximize CTL responses against SARS-CoV-2.Entities:
Keywords: SARS-CoV-2; Spike; MHC-I epitope; cellular immunity; HLA alleles
Mesh:
Substances:
Year: 2022 PMID: 35171086 PMCID: PMC8890520 DOI: 10.1080/22221751.2022.2043727
Source DB: PubMed Journal: Emerg Microbes Infect ISSN: 2222-1751 Impact factor: 7.163
Overlapping Peptide Pool 1.
| Peptide number | Sequence | Start | End | aa |
|---|---|---|---|---|
| 1 | TAGAAAYYVGYLQPR | 258 | 272 | 15 |
| 2 | YYVGYLQPRTFLLKY | 264 | 278 | 15 |
| 3 | QPRTFLLKYNENGTI | 270 | 284 | 15 |
| 4 | LKYNENGTITDAVDC | 276 | 290 | 15 |
| 5 | GTITDAVDCALDPLS | 282 | 296 | 15 |
| 6 | VDCALDPLSETKCTL | 288 | 302 | 15 |
| 7 | PLSETKCTLKSFTVE | 294 | 308 | 15 |
| 8 | CTLKSFTVEKGIYQT | 300 | 314 | 15 |
| 9 | TVEKGIYQTSNFRVQ | 306 | 320 | 15 |
| 10 | YQTSNFRVQPTESIV | 312 | 326 | 15 |
| 11 | RVQPTESIVRFPNIT | 318 | 332 | 15 |
| 12 | SIVRFPNITNLCPFG | 324 | 338 | 15 |
| 13 | NITNLCPFGEVFNAT | 330 | 344 | 15 |
| 14 | PFGEVFNATRFASVY | 336 | 350 | 15 |
| 15 | NATRFASVYAWNRKR | 342 | 356 | 15 |
| 16 | SVYAWNRKRISNCVA | 348 | 362 | 15 |
| 17 | RKRISNCVADYSVLY | 354 | 368 | 15 |
| 18 | CVADYSVLYNSASFS | 360 | 374 | 15 |
| 19 | VLYNSASFSTFKCYG | 366 | 380 | 15 |
| 20 | SFSTFKCYGVSPTKL | 372 | 386 | 15 |
| 21 | CYGVSPTKLNDLCFT | 378 | 392 | 15 |
| 22 | TKLNDLCFTNVYADS | 384 | 398 | 15 |
| 23 | CFTNVYADSFVIRGD | 390 | 404 | 15 |
| 24 | ADSFVIRGDEVRQIA | 396 | 410 | 15 |
| 25 | RGDEVRQIAPGQTGK | 402 | 416 | 15 |
| 26 | QIAPGQTGKIADYNY | 408 | 422 | 15 |
| 27 | TGKIADYNYKLPDDF | 414 | 428 | 15 |
| 28 | YNYKLPDDFTGCVIA | 420 | 434 | 15 |
| 29 | DDFTGCVIAWNSNNL | 426 | 440 | 15 |
| 30 | VIAWNSNNLDSKVGG | 432 | 446 | 15 |
| 31 | NNLDSKVGGNYNYLY | 438 | 452 | 15 |
| 32 | VGGNYNYLYRLFRKS | 444 | 458 | 15 |
| 33 | YLYRLFRKSNLKPFE | 450 | 464 | 15 |
| 34 | RKSNLKPFERDISTE | 456 | 470 | 15 |
| 35 | PFERDISTEIYQAGS | 462 | 476 | 15 |
| 36 | STEIYQAGSTPCNGV | 468 | 482 | 15 |
| 37 | AGSTPCNGVEGFNCY | 474 | 488 | 15 |
| 38 | NGVEGFNCYFPLQSY | 480 | 494 | 15 |
| 39 | NCYFPLQSYGFQPTN | 486 | 500 | 15 |
| 40 | QSYGFQPTNGVGYQP | 492 | 506 | 15 |
| 41 | PTNGVGYQPYRVVVL | 498 | 512 | 15 |
Notes:
1. The peptides covered the entire sequence of 258–512 amino acids in the spike protein as previously named as the Pool 2 [15];
2. The peptides were synthesized with an average length of 15 amino acids and nine amino acids overlapping each other.
Figure 1.Peptide pool 1 induced strong T cell responses in Balb/c mice. Balb/c mice (n = 5/group) were immunized twice two weeks apart with 25 μg pGX9501 or pVAX1 (empty vector). T cell responses were analyzed on day 14 after the second injection. (A) Splenocytes were harvested, and IFN-γ ELIspot T cell responses were measured after stimulation for 20 h with overlapping peptide pools 1 or 2. (B) Antigen-specific cytotoxic lymphocyte (CTL) killing activity was evaluated by an in vivo CTL assay. Target cells at 4 × 106/ml from naïve mice were peptide-pulsed with pool 1 then labelled with a high concentration of eFlour450 in vitro. Control cells were non-peptide-pulsed cells and labelled with a low concentration of eFluor450. The cells were mixed and transferred i.v. into immunized mice. After 5 h, splenocytes were harvested, and the intensity of eFlour450 peptide labelled target cells was compared with the non-peptide-labelled negative control cells by flow cytometry. pVAX1-s-WT was made from the wild type sequence of the full-length spike protein of the SARS-CoV-2(SARS-CoV-2/WH-09/human/2020/CHN) was subcloned into the pVAX1. The sequence of the same region was optimized via SynCon technology, synthesized, and cloned into pVAX1 as the pGX9501.
MHC-I epitope analysis for Overlapping Peptide Pool 1.
| Allele | peptide number | MHC-I binding | immunogenicity | Proteasome Score | TAP Score | MHC Score | Processing Score | TAP Total Score |
|---|---|---|---|---|---|---|---|---|
| H-2-Dd | 21 | 0.01 | 0.03612 | 1.44 | 1.12 | −3.49 | 2.57 | −0.92 |
| H-2-Dd | 41 | 0.04 | 0.13706 | 1.74 | 0.4 | −2.56 | 2.14 | −0.42 |
| H-2-Dd | 2 | 0.05 | 0.1573 | 1.36 | 1.07 | −3.26 | 2.43 | −0.83 |
| H-2-Dd | 26 | 0.13 | −0.02676 | 1.38 | 1.27 | −4.51 | 2.65 | −1.86 |
| H-2-Dd | 9 | 0.19 | −0.11058 | 1.27 | 0.99 | −3.48 | 2.26 | −1.22 |
| H-2-Dd | 19 | 0.25 | 0.03263 | 1.33 | 1.04 | −3.45 | 2.37 | −1.08 |
| H-2-Dd | 12 | 0.29 | 0.1431 | 1.05 | 1.29 | −3.9 | 2.35 | −1.55 |
| H-2-Dd | 11 | 0.49 | 0.1386 | 1.36 | 1.21 | −4.02 | 2.57 | −1.45 |
| H-2-Dd | 32 | 0.62 | 0.0966 | 1.19 | 1.17 | −3.83 | 2.36 | −1.46 |
| H-2-Dd | 37 | 0.65 | 0.12191 | 1.38 | 1.09 | −3.76 | 2.47 | −1.29 |
| H-2-Dd | 14 | 0.67 | 0.08562 | 1.39 | 0.82 | −3.76 | 2.21 | −1.55 |
| H-2-Dd | 31 | 0.7 | 0.023 | 1.31 | 1.15 | −4.17 | 2.46 | −1.71 |
| H-2-Dd | 20 | 0.7 | −0.31841 | 1.47 | 1.3 | −4.6 | 2.77 | −1.83 |
| H-2-Dd | 27 | 0.89 | −0.11289 | 1.4 | 1.21 | −4.54 | 2.61 | −1.92 |
| H-2-Dd | 28 | 1.1 | −0.19576 | 0.98 | 1.12 | −4.22 | 2.1 | −2.12 |
| H-2-Dd | 24 | 1.2 | 0.12947 | 1.27 | 0.71 | −4.63 | 1.98 | −2.64 |
| H-2-Dd | 25 | 1.2 | −0.11559 | 1.43 | 0.15 | −4.39 | 1.58 | −2.81 |
| H-2-Dd | 18 | 1.2 | −0.22309 | 1.33 | 1.17 | −4.05 | 2.5 | −1.55 |
| H-2-Dd | 40 | 1.3 | 0.1256 | 1.38 | 1.34 | −4.5 | 2.71 | −1.79 |
| H-2-Dd | 1 | 1.3 | 0.06158 | 1.24 | 1.23 | −4.32 | 2.47 | −1.85 |
| H-2-Dd | 33 | 1.5 | −0.21085 | 1.03 | 1.24 | −4.23 | 2.27 | −1.96 |
| H-2-Dd | 29 | 1.6 | 0.05792 | 1.52 | 0.5 | −4.17 | 2.02 | −2.15 |
| H-2-Dd | 30 | 1.6 | 0.05792 | 1.35 | 0.46 | −4.17 | 1.8 | −2.36 |
| H-2-Dd | 39 | 1.6 | −0.15021 | 1.25 | 1.15 | −3.84 | 2.41 | −1.44 |
| H-2-Dd | 10 | 2 | 0.01977 | 1.1 | 0.24 | −4.23 | 1.34 | −2.89 |
| H-2-Kd | 2 | 0.01 | 0.06572 | 1.24 | 0.48 | −1.78 | 1.72 | −0.06 |
| H-2-Kd | 41 | 0.05 | 0.04196 | 1.74 | 0.46 | −3.43 | 2.2 | −1.22 |
| H-2-Kd | 9 | 0.06 | 0.12441 | 1 | 0.23 | −2.55 | 1.23 | −1.32 |
| H-2-Kd | 4 | 0.07 | 0.28634 | 1.34 | 0.37 | −2.34 | 1.71 | −0.63 |
| H-2-Kd | 3 | 0.07 | 0.05892 | 1.16 | 0.37 | −2.34 | 1.54 | −0.8 |
| H-2-Kd | 20 | 0.08 | 0.25644 | 1.45 | 0.49 | −2.65 | 1.93 | −0.71 |
| H-2-Kd | 21 | 0.08 | 0.05832 | 1.75 | 0.36 | −2.65 | 2.12 | −0.53 |
| H-2-Kd | 16 | 0.11 | 0.16858 | 1.36 | 0.4 | −2.32 | 1.77 | −0.55 |
| H-2-Kd | 40 | 0.19 | 0.0905 | 1.38 | 1.32 | −3.9 | 2.69 | −1.21 |
| H-2-Kd | 23 | 0.26 | 0.0573 | 1.31 | 0.44 | −3.18 | 1.75 | −1.43 |
| H-2-Kd | 24 | 0.61 | −0.0378 | 1.07 | 0.2 | −3.02 | 1.27 | −1.75 |
| H-2-Kd | 19 | 0.68 | 0.0279 | 1.33 | 1.2 | −3.27 | 2.52 | −0.75 |
| H-2-Kd | 10 | 0.79 | 0.034 | 1.1 | 0.23 | −3.35 | 1.33 | −2.02 |
| H-2-Kd | 12 | 0.92 | 0.34063 | 1.45 | 0.59 | −3.13 | 2.03 | −1.1 |
| H-2-Kd | 1 | 0.96 | −0.04018 | 1.24 | 1.29 | −4.51 | 2.53 | −1.98 |
| H-2-Kd | 32 | 0.99 | 0.13255 | 1.19 | 1.18 | −3.56 | 2.37 | −1.19 |
| H-2-Kd | 39 | 1.1 | 0.0801 | 1.25 | 1.31 | −3.16 | 2.56 | −0.6 |
| H-2-Kd | 31 | 1.2 | 0.1811 | 1.48 | 0.48 | −3.32 | 1.96 | −1.36 |
| H-2-Kd | 29 | 2 | 0.07062 | 1.52 | 0.5 | −3.5 | 2.02 | −1.48 |
| H-2-Kd | 30 | 2 | 0.07062 | 1.35 | 0.46 | −3.5 | 1.8 | −1.7 |
| H-2-Kd | 35 | 2 | −0.15381 | 1.42 | 1.16 | −4.52 | 2.57 | −1.95 |
| H-2-Ld | 11 | 0.06 | 0.30371 | 1.36 | 0.98 | −3.5 | 2.34 | −1.16 |
| H-2-Ld | 41 | 0.12 | −0.07228 | 1.74 | 0.35 | −3.54 | 2.09 | −1.45 |
| H-2-Ld | 21 | 0.2 | 0.05832 | 1.44 | 0.99 | −3.65 | 2.44 | −1.21 |
| H-2-Ld | 39 | 0.27 | −0.19696 | 1.25 | 0.91 | −3 | 2.16 | −0.84 |
| H-2-Ld | 12 | 0.28 | 0.09851 | 1.05 | 0.94 | −2.75 | 2 | −0.75 |
| H-2-Ld | 37 | 0.44 | 0.0801 | 1.38 | 0.99 | −4.01 | 2.37 | −1.65 |
| H-2-Ld | 2 | 0.54 | 0.28634 | 1.41 | 1.19 | −3.97 | 2.6 | −1.38 |
| H-2-Ld | 3 | 0.57 | −0.08994 | 1.52 | 1.13 | −3.97 | 2.65 | −1.32 |
| H-2-Ld | 27 | 0.77 | 0.0573 | 1.4 | 1.21 | −4.39 | 2.61 | −1.78 |
| H-2-Ld | 28 | 0.77 | 0.03448 | 0.98 | 1.12 | −4.18 | 2.1 | −2.07 |
| H-2-Ld | 19 | 0.95 | 0.11915 | 1.53 | 1.42 | −4.32 | 2.95 | −1.37 |
| H-2-Ld | 18 | 1.1 | −0.22669 | 1.33 | 1.17 | −3.82 | 2.5 | −1.32 |
| H-2-Ld | 34 | 1.9 | 0.1811 | 0.91 | 1.16 | −4.58 | 2.07 | −2.5 |
| H-2-Ld | 9 | 1.9 | −0.08994 | 1.27 | 0.99 | −4.13 | 2.26 | −1.87 |
| H-2-Ld | 38 | 2 | −0.19696 | 0.99 | 0.28 | −2.8 | 1.27 | −1.53 |
Notes:
1. MHC-I binding score was between 0 and 2. < 0.5 strong binder, 0.5-2 weak binder, > 2 non-binder.
2. A high Immunogenicity score indicates that the degree of the peptide conformity to sequence preference was good.
3. The higher the TAP total score, the higher the likelihood that the peptide will be presented after being swallowed by DCs.
Figure 2.IEDB prediction scores of peptides in pool 1. CTL epitope peptides were screened by integrating MHC-I binding prediction, MHC-I immunogenicity (A), and MHC-NP (B) prediction from three H-2d MHC-I alleles. The numbers on the graph are the peptide identification numbers. The different colours are corresponding to each peptide ID.
Figure 3.Peptide 2 is identified as a CD8+ CTL epitope. Balb/c mice were immunized with the pGX9501. (A) Splenocytes were obtained and used to analyze antigen-specific T-cell induction in the IFN-γ ELIspot assay using in vitro stimulation with the indicated peptides (the peptide with an MHC-I binding RANK < 2 and showing the highest TAP total score or Immunogenicity score in different alleles) was selected for the IFN-γ ELIspot assay. (B) CD4+ T cells and (C) CD8+ T cells were sorted, and specific T-cell induction of IFN-γ-secretion was assayed.
Figure 4.Conserved Sequence & MHC-I HLA Analysis of Peptide 2. (A) The sequence of Peptide 2 was highly conserved in the 11 virus variants that have been identified as the variants of interest and the variants of concern, as published by WHO. (B) Position of Peptide 2 (yellow marked segment) in the stereoscopic structure of the spike protein. (C) The global distribution of HLA alleles. (D) Analysis of Peptide 2 by integration of MHC-I binding prediction, MHC-I immunogenicity, and MHC-NP prediction from the HLA alleles.
Geographic Distribution of HLA allele.
| Continent | Allele | Frequency | Allele | Frequency |
|---|---|---|---|---|
| Australia | HLA-A*24:02 | 0.2 | HLA-B*07:02 | 0.08 |
| HLA-A*02:01 | 0.11 | HLA-B*40:01 | 0.07 | |
| HLA-A*11:01 | 0.08 | |||
| Europe | HLA-A*02:01 | 0.26 | HLA-B*07:02 | 0.08 |
| HLA-A*01:01 | 0.12 | HLA-B*08:01 | 0.07 | |
| HLA-A*03:01 | 0.12 | HLA-B*51:01 | 0.07 | |
| HLA-A*24:02 | 0.1 | |||
| North Africa | HLA-A*02:01 | 0.12 | HLA-B*51:01 | 0.07 |
| HLA-B*08:01 | 0.05 | |||
| HLA-B*35:01 | 0.05 | |||
| North America | HLA-A*02:01 | 0.2 | HLA-B*35:01 | 0.08 |
| HLA-A*24:02 | 0.12 | HLA-B*07:02 | 0.07 | |
| HLA-B*08:01 | 0.05 | |||
| HLA-B*15:01 | 0.05 | |||
| HLA-B*44:03 | 0.05 | |||
| HLA-B*51:01 | 0.05 | |||
| North-East Asia | HLA-A*24:02 | 0.22 | HLA-B*51:01 | 0.08 |
| HLA-A*02:01 | 0.14 | HLA-B*35:01 | 0.07 | |
| HLA-B*15:01 | 0.07 | |||
| HLA-B*44:03 | 0.06 | |||
| HLA-B*07:02 | 0.05 | |||
| Oceania | HLA-A*24:02 | 0.3 | HLA-B*35:01 | 0.15 |
| HLA-A*11:01 | 0.15 | |||
| South and Central America | HLA-A*02:01 | 0.2 | HLA-B*40:01 | 0.25 |
| HLA-A*24:02 | 0.14 | |||
| South Asia | HLA-A*11:01 | 0.13 | ||
| HLA-A*01:01 | 0.1 | |||
| HLA-A*24:02 | 0.1 | |||
| South-East Asia | HLA-A*11:01 | 0.2 | HLA-B*40:01 | 0.1 |
| HLA-A*24:02 | 0.15 | HLA-B*58:01 | 0.06 | |
| Sub-Saharan Africa | HLA-A*23:01 | 0.11 | HLA-B*07:02 | 0.06 |
| HLA-A*02:01 | 0.1 | HLA-B*08:01 | 0.05 | |
| Western Asia | HLA-A*02:01 | 0.15 | ||
| HLA-A*01:01 | 0.1 |
Notes:
1. Frequency means the proportion of HLA allele present in the survey population. This table shows the allele frequencies that were equal to higher than 0.05 in the continent.
Human MHC-I epitope analysis for peptide 2.
| Allele | Peptide number | MHC-I binding | Immunogenicity | Proteasome Score | TAP Score | MHC Score | Processing Score | TAP Total Score |
|---|---|---|---|---|---|---|---|---|
| HLA-A*02:01 | 2 | 0.02 | 0.18048 | 1.39 | 0.39 | −0.66 | 1.78 | 1.12 |
| HLA-B*08:01 | 2 | 0.02 | 0.14268 | 1.39 | 0.39 | −1.31 | 1.78 | 0.47 |
| HLA-A*23:01 | 2 | 0.03 | 0.19092 | 1.36 | 1.13 | −1.38 | 2.5 | 1.12 |
| HLA-A*02:03 | 2 | 0.03 | 0.18064 | 1.39 | 0.39 | −0.91 | 1.78 | 0.87 |
| HLA-A*24:02 | 2 | 0.04 | 0.19092 | 1.36 | 1.13 | −1.67 | 2.5 | 0.83 |
| HLA-A*02:06 | 2 | 0.04 | 0.18064 | 1.39 | 0.39 | −0.96 | 1.78 | 0.82 |
| HLA-A*33:01 | 2 | 0.09 | 0.18048 | 0.76 | 0.68 | −1.13 | 1.43 | 0.3 |
| HLA-B*35:01 | 2 | 0.1 | 0.18064 | 1.41 | 1.19 | −2.35 | 2.6 | 0.25 |
| HLA-A*03:01 | 2 | 0.12 | 0.18064 | 0.89 | 0.18 | −1.35 | 1.06 | −0.29 |
| HLA-A*32:01 | 2 | 0.21 | 0.18064 | 1.39 | 0.39 | −2.21 | 1.78 | −0.43 |
| HLA-B*53:01 | 2 | 0.21 | 0.18064 | 1.41 | 1.19 | −3.4 | 2.6 | −0.8 |
| HLA-A*01:01 | 2 | 0.23 | 0.18424 | 1.41 | 1.24 | −2.91 | 2.65 | −0.26 |
| HLA-B*15:01 | 2 | 0.29 | 0.18064 | 1.41 | 1.28 | −1.79 | 2.69 | 0.89 |
| HLA-A*30:02 | 2 | 0.35 | 0.19092 | 1.41 | 1.28 | −2.29 | 2.69 | 0.4 |
| HLA-A*31:01 | 2 | 0.45 | 0.18064 | 0.76 | 0.68 | −1.9 | 1.43 | −0.47 |
| HLA-A*26:01 | 2 | 0.52 | 0.18048 | 1.41 | 1.28 | −4.14 | 2.69 | −1.45 |
| HLA-A*11:01 | 2 | 0.53 | 0.18064 | 0.89 | 0.18 | −1.63 | 1.06 | −0.57 |
| HLA-B*58:01 | 2 | 0.55 | 0.18064 | 1.36 | 1.06 | −3.33 | 2.42 | −0.9 |
| HLA-B*57:01 | 2 | 0.56 | 0.18064 | 1.36 | 1.07 | −3.39 | 2.43 | −0.95 |
| HLA-B*51:01 | 2 | 0.65 | 0.18064 | 1.41 | 1.28 | −4.36 | 2.69 | −1.67 |
| HLA-B*07:02 | 2 | 0.72 | 0.18064 | 1.41 | 1.19 | −3.75 | 2.6 | −1.15 |
| HLA-A*30:01 | 2 | 0.73 | 0.18424 | 1.41 | 1.28 | −3.73 | 2.69 | −1.05 |
| HLA-A*68:02 | 2 | 1.4 | 0.18064 | 1.39 | 0.39 | −3.11 | 1.78 | −1.33 |
| HLA-B*44:03 | 2 | 1.6 | 0.18424 | 1.41 | 1.28 | −4.01 | 2.69 | −1.33 |
| HLA-B*44:02 | 2 | 1.9 | 0.18424 | 1.41 | 1.28 | −4.16 | 2.69 | −1.47 |
| HLA-A*68:01 | 2 | 2.4 | 0.18064 | 0.76 | 0.68 | −2.33 | 1.43 | −0.9 |
| HLA-B*40:01 | 2 | 3.1 | 0.18048 | 1.41 | 1.28 | −4.44 | 2.69 | −1.75 |
Notes:
1. MHC-I binding score was between 0 and 2. < 0.5 strong binder, 0.5-2 weak binder, > 2 non-binder.
2. The high Immunogenicity score means the degree of the peptide conformity to sequence preference was good.
3. The higher the TAP total score, the higher the likelihood that the peptide will be presented after being swallowed by DCs.