An immunogenic personal neoantigen vaccine for patients with melanoma
Open accessAbstract
Effective anti-tumour immunity in humans has been associated with the presence of T cells directed at cancer neoantigens, a class of HLA-bound peptides that arise from tumour-specific mutations. They are highly immunogenic because they are not present in normal tissues and hence bypass central thymic tolerance. Although neoantigens were long-envisioned as optimal targets for an anti-tumour immune response, their systematic discovery and evaluation only became feasible with the recent availability of massively parallel sequencing for detection of all coding mutations within tumours, and of machine learning approaches to reliably predict those mutated peptides with high-affinity binding of autologous human leukocyte antigen (HLA) molecules. We hypothesized that vaccination with neoantigens can both expand pre-existing neoantigen-specific T-cell populations and induce a broader repertoire of new T-cell specificities in cancer patients, tipping the intra-tumoural balance in favour of enhanced tumour control. Here we demonstrate the feasibility, safety, and immunogenicity of a vaccine that targets up to 20 predicted personal tumour neoantigens. Vaccine-induced polyfunctional CD4+ and CD8+ T cells targeted 58 (60%) and 15 (16%) of the 97 unique neoantigens used across patients, respectively. These T cells discriminated mutated from wild-type antigens, and in some cases directly recognized autologous tumour. Of six vaccinated patients, four had no recurrence at 25 months after vaccination, while two with recurrent disease were subsequently treated with anti-PD-1 (anti-programmed cell death-1) therapy and experienced complete tumour regression, with expansion of the repertoire of neoantigen-specific T cells. These data provide a strong rationale for further development of this approach, alone and in combination with checkpoint blockade or other immunotherapies.
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mRNA-based cancer vaccines are typically given alone or with immune checkpoint inhibitors after resection, though they have also been used in neoadjuvant-adjuvant approaches.
“Cancer mRNA-based vaccines tend to be administered alone or in combination with ICIs, and after resection, although they have also been used in neoadjuvant–adjuvant treatment approaches136,138,139 (Fig. 3c,d).”
From Adjuvant and neoadjuvant immunotherapies in hepatocellular carcinoma (2024) · cites this paper as [138]
The Abstract (page unavailable) describes vaccination after surgical resection and reports that two patients later received anti-PD-1 therapy. But this was a long-peptide vaccine, not an mRNA vaccine; the paper does not establish typical practice for mRNA vaccines or describe a neoadjuvant–adjuvant approach. (LLM, conf=0.88)
Experimental — accuracy not yet measuredHLA class I and class II molecules are centrally involved in CD8+ and CD4+ T cell immunity.
“As both classes of HLA molecule have previously been shown to have a central role in CD8+ and CD4+ T cell immunity43–49”
From Identification of bacteria-derived HLA-bound peptides in melanoma (2021) · cites this paper as [48]
Personalized neoantigen vaccines have been shown to modulate T cells in the tumor microenvironment and enhance responses to immune checkpoint therapy in both cold glioblastoma and hot melanoma.
“which have been shown to modulate T cells in the TME and enhance responses to ICT, including in both immunologically”
From The Next Decade of Immune Checkpoint Therapy (2021) · cites this paper as [135]
Vaccination approaches have produced encouraging preclinical and clinical results and can increase intratumoral T cell infiltration and anti-tumor immune responses.
“Vaccines have been used as an approach to enhance anti-tumor immune responses and have demonstrated encouraging results in preclinical and clinical studies, leading to an expansion of the intratumoral T cell infiltration and anti-tumor immune responses (Carreno et al., 2015; Ott et al., 2017).”
From Hallmarks of response, resistance, and toxicity to immune checkpoint blockade (2021) · cites this paper as Ott et al., 2017
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PD-1 and PD-L1 Immune Checkpoint Blockade to Treat Breast Cancer
Hartkopf, A. D., Taran, F., Wallwiener, M., Walter, C. B., Krämer, B., Grischke, E., & Brucker, S. Y. (2016) · Breast Care · doi:10.1159/000453569 · Cited by 30,989 · see citing works
Robinson, J. T., Thorvaldsdóttir, H., Winckler, W., Guttman, M., Lander, E. S., Getz, G., & Mesirov, J. P. (2011) · Nature Biotechnology · doi:10.1038/nbt.1754 · Cited by 15,390 · see citing works
Self-citationA framework for variation discovery and genotyping using next-generation DNA sequencing data
DePristo, M. A., Banks, E., Poplin, R. E., Garimella, K. V., Maguire, J., Hartl, C., Philippakis, A., del Angel, G., Rivas, M. A., Hanna, M., et al. (2011) · Nature Genetics · doi:10.1038/ng.806 · Cited by 11,216 · see citing works
Self-citationMutational landscape determines sensitivity to PD-1 blockade in non–small cell lung cancer
Rizvi, N. A., Hellmann, M. D., Snyder, A., Kvistborg, P., Makarov, V., Havel, J. J., Lee, W., Yuan, J., Wong, P., Ho, T. S., et al. (2015) · Science · doi:10.1126/science.aaa1348 · Cited by 7,802 · see citing works
Spatial reconstruction of single-cell gene expression data
Satija, R., Farrell, J. A., Gennert, D., Schier, A. F., & Regev, A. (2015) · Nature Biotechnology · doi:10.1038/nbt.3192 · Cited by 7,055 · see citing works
Pembrolizumab versus Ipilimumab in Advanced Melanoma
Robert, C., Schachter, J., Long, G. V., Arance, A., Grob, J. J., Mortier, L., Daud, A., Carlino, M. S., McNeil, C., Lotem, M., et al. (2015) · New England Journal of Medicine · doi:10.1056/nejmoa1503093 · Cited by 5,887 · see citing works
Neoantigens in cancer immunotherapy
Schumacher, T. N., & Schreiber, R. D. (2015) · Science · doi:10.1126/science.aaa4971 · Cited by 4,783 · see citing works
Allele-specific motifs revealed by sequencing of self-peptides eluted from MHC molecules
Falk, K., Rötzschke, O., Stevanovié, S., Jung, G., & Rammensee, H. (1991) · Nature · doi:10.1038/351290a0 · Cited by 2,412 · see citing works
Cancer Immunotherapy Based on Mutation-Specific CD4+ T Cells in a Patient with Epithelial Cancer
Tran, E., Turcotte, S., Gros, A., Robbins, P. F., Lu, Y., Dudley, M. E., Wunderlich, J. R., Somerville, R. P. T., Hogan, K., Hinrichs, C. S., et al. (2014) · Science · doi:10.1126/science.1251102 · Cited by 1,710 · see citing works
Strelka: accurate somatic small-variant calling from sequenced tumor–normal sample pairs
Saunders, C. T., Wong, W. S. W., Swamy, S., Becq, J., Murray, L. J., & Cheetham, R. K. (2012) · Bioinformatics · doi:10.1093/bioinformatics/bts271 · Cited by 1,589 · see citing works
Stern, L. J., Brown, J. H., Jardetzky, T. S., Gorga, J. C., Urban, R. G., Strominger, J. L., & Wiley, D. C. (1994) · Nature · doi:10.1038/368215a0 · Cited by 1,556 · see citing works
Gnirke, A., Melnikov, A., Maguire, J., Rogov, P., LeProust, E. M., Brockman, W., Fennell, T., Giannoukos, G., Fisher, S., Russ, C., et al. (2009) · Nature Biotechnology · doi:10.1038/nbt.1523 · Cited by 1,433 · see citing works
Self-citationInitial genome sequencing and analysis of multiple myeloma
Chapman, M. A., Lawrence, M. S., Keats, J. J., Cibulskis, K., Sougnez, C. L., Schinzel, A. C., Harview, C. L., Brunet, J.-P., Ahmann, G. J., Adli, M., et al. (2011) · Nature · doi:10.1038/nature09837 · Cited by 1,422 · see citing works
Self-citationBayesian approach to single-cell differential expression analysis
Kharchenko, P. V., Silberstein, L., & Scadden, D. T. (2014) · Nature Methods · doi:10.1038/nmeth.2967 · Cited by 1,348 · see citing works
A dendritic cell vaccine increases the breadth and diversity of melanoma neoantigen-specific T cells
Carreno, B. M., Magrini, V., Becker-Hapak, M., Kaabinejadian, S., Hundal, J., Petti, A. A., Ly, A., Lie, W.-R., Hildebrand, W. H., Mardis, E. R., et al. (2015) · Science · doi:10.1126/science.aaa3828 · Cited by 1,285 · see citing works
Mutant MHC class II epitopes drive therapeutic immune responses to cancer
Kreiter, S., Vormehr, M., van de Roemer, N., Diken, M., Löwer, M., Diekmann, J., Boegel, S., Schrörs, B., Vascotto, F., Castle, J. C., et al. (2015) · Nature · doi:10.1038/nature14426 · Cited by 1,243 · see citing works
The genomic complexity of primary human prostate cancer
Berger, M. F., Lawrence, M. S., Demichelis, F., Drier, Y., Cibulskis, K., Sivachenko, A., Sboner, A., Esgueva, R., Pflueger, D., Sougnez, C. L., et al. (2011) · Nature · doi:10.1038/nature09744 · Cited by 1,213 · see citing works
Self-citationCEL-seq2: sensitive highly-multiplexed single-cell RNA-Seq
Hashimshony, T., Senderovich, N., Avital, G., Klochendler, A., de Leeuw, Y., Anavy, L., Gennert, D., Li, S., Livak, K. J., Rozenblatt-Rosen, O., et al. (2016) · Genome Biology · doi:10.1186/s13059-016-0938-8 · Cited by 1,125 · see citing works
Self-citationVaccination against HPV-16 Oncoproteins for Vulvar Intraepithelial Neoplasia
Kenter, G. G., Welters, M. J. P., Valentijn, A. R. P. M., Löwik, M. J. G., der Meer, D. M. A. B.-V., Vloon, A. P. G., Essahsah, F., Fathers, L. M., Offringa, R., Drijfhout, J. W., et al. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0810097 · Cited by 1,101 · see citing works
Systemic Immunity Is Required for Effective Cancer Immunotherapy
Spitzer, M. H., Carmi, Y., Reticker-Flynn, N. E., Kwek, S. S., Madhireddy, D., Martins, M. M., Gherardini, P. F., Prestwood, T. R., Chabon, J., Bendall, S. C., et al. (2017) · Cell · doi:10.1016/j.cell.2016.12.022 · Cited by 963 · see citing works
Lundegaard, C., Lamberth, K., Harndahl, M. N., Buus, S., Lund, O., & Nielsen, M. (2008) · Nucleic Acids Research · doi:10.1093/nar/gkn202 · Cited by 808 · see citing works
T Cell Antigen Receptor Recognition of Antigen-Presenting Molecules
Rossjohn, J., Gras, S., Miles, J. J., Turner, S. J., Godfrey, D. I., & McCluskey, J. (2014) · Annual Review of Immunology · doi:10.1146/annurev-immunol-032414-112334 · Cited by 800 · see citing works
van Rooij, N., van Buuren, M. M., Philips, D., Velds, A., Toebes, M., Heemskerk, B., van Dijk, L. J. A., Behjati, S., Hilkmann, H., el Atmioui, D., et al. (2013) · Journal of Clinical Oncology · doi:10.1200/jco.2012.47.7521 · Cited by 798 · see citing works
Development and Function of Dendritic Cell Subsets
Mildner, A., & Jung, S. (2014) · Immunity · doi:10.1016/j.immuni.2014.04.016 · Cited by 762 · see citing works
NetMHCpan, a method for MHC class I binding prediction beyond humans
Hoof, I., Peters, B., Sidney, J., Pedersen, L. E., Sette, A., Lund, O., Buus, S., & Nielsen, M. (2008) · Immunogenetics · doi:10.1007/s00251-008-0341-z · Cited by 739 · see citing works
Evidence that a Single Peptide–MHC Complex on a Target Cell Can Elicit a Cytolytic T Cell Response
Sykulev, Y. K., Joo, M., Vturina, I., Tsomides, T. J., & Eisen, H. N. (1996) · Immunity · doi:10.1016/s1074-7613(00)80483-5 · Cited by 708 · see citing works
A vaccine targeting mutant IDH1 induces antitumour immunity
Schumacher, T., Bunse, L., Pusch, S., Sahm, F., Wiestler, B., Quandt, J., Menn, O., Osswald, M., Oezen, I., Ott, M., et al. (2014) · Nature · doi:10.1038/nature13387 · Cited by 707 · see citing works
Fisher, S., Barry, A. J., Abreu, J., Minie, B., Nolan, J., Delorey, T. M., Young, G., Fennell, T. J., Allen, A., Ambrogio, L., et al. (2011) · Genome biology · doi:10.1186/gb-2011-12-1-r1 · Cited by 683 · see citing works
Self-citationLinnemann, C., van Buuren, M. M., Bies, L., Verdegaal, E. M. E., Schotte, R., Calis, J. J. A., Behjati, S., Velds, A., Hilkmann, H., Atmioui, D. E., et al. (2014) · Nature Medicine · doi:10.1038/nm.3773 · Cited by 671 · see citing works
Abelin, J. G., Keskin, D. B., Sarkizova, S., Hartigan, C. R., Zhang, W., Sidney, J., Stevens, J. D., Lane, W. J., Zhang, G., Eisenhaure, T., et al. (2017) · Immunity · doi:10.1016/j.immuni.2017.02.007 · Cited by 593 · see citing works
Self-citationOncotator: Cancer Variant Annotation Tool
Ramos, A. H., Lichtenstein, L., Gupta, M., Lawrence, M. S., Pugh, T. J., Saksena, G., Meyerson, M. M., & Getz, G. A. (2015) · Human Mutation · doi:10.1002/humu.22771 · Cited by 485 · see citing works
Self-citationLu, Y., Yao, X., Crystal, J. S., Li, Y. F., El‐Gamil, M., Gross, C. A., Davis, L., Dudley, M. E., Yang, J. C.-H., Samuels, Y., et al. (2014) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-14-0433 · Cited by 401 · see citing works
Day, C. L., Seth, N. P., Lucas, M., Appel, H., Gauthier, L., Lauer, G. M., Robbins, G. K., Szczepiorkowski, Z. M., Casson, D. R., Chung, R. T., et al. (2003) · Journal of Clinical Investigation · doi:10.1172/jci18509 · Cited by 294 · see citing works
Self-citationContEst: estimating cross-contamination of human samples in next-generation sequencing data
Cibulskis, K., McKenna, A., Fennell, T. J., Banks, E., DePristo, M. A., & Getz, G. A. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr446 · Cited by 290 · see citing works
Self-citationCaskey, M. F., Lefebvre, F., Filali-Mouhim, A., Cameron, M. J., Goulet, J.-P., Haddad, E. K., Breton, G., Trumpfheller, C., Pollak, S., Shimeliovich, I., et al. (2011) · The Journal of Experimental Medicine · doi:10.1084/jem.20111171 · Cited by 271 · see citing works
Self-citationDay, C. L., Seth, N. P., Lucas, M., et al. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200318509 · Cited by 256 · see citing works
Roemer, M. G. M., Advani, R. H., Redd, R. A., Pinkus, G. S., Natkunam, Y., Ligon, A. H., Connelly, C. F., Pak, C. J., Carey, C. D., Daadi, S. E., et al. (2016) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-16-0201 · Cited by 192 · see citing works
Self-citationGetting Personal with Neoantigen-Based Therapeutic Cancer Vaccines
Hacohen, N., Fritsch, E. F., Carter, T. A., Lander, E. S., & Wu, C. J. (2013) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-13-0022 · Cited by 185 · see citing works
Self-citationSATB1 Expression Governs Epigenetic Repression of PD-1 in Tumor-Reactive T Cells
Stephen, T. L., Payne, K. K., Chaurio, R. A., Allegrezza, M. J., Zhu, H., Pérez‐Sanz, J., Perales‐Puchalt, A., Nguyen, J. M., Vara-Ailor, A., Eruslanov, E. B., et al. (2017) · Immunity · doi:10.1016/j.immuni.2016.12.015 · Cited by 160 · see citing works
Hirschhorn-Cymerman, D., Budhu, S., Kitano, S., Liu, C., Zhao, F., Zhong, H., Lesokhin, A. M., Avogadri-Connors, F., Yuan, J. D., Li, Y., et al. (2012) · The Journal of Experimental Medicine · doi:10.1084/jem.20120532 · Cited by 157 · see citing works
PRADA: pipeline for RNA sequencing data analysis
Torres‐García, W., Zheng, S., Sivachenko, A., Vegesna, R., Wang, Q., Yao, R., Berger, M. F., Weinstein, J. N., Getz, G. A., & Verhaak, R. G. W. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu169 · Cited by 154 · see citing works
Self-citationLow Mutation Burden in Ovarian Cancer May Limit the Utility of Neoantigen-Targeted Vaccines
Martin, S. D., Brown, S. D., Wick, D. A., Nielsen, J. S., Kroeger, D. R., Twumasi‐Boateng, K., Holt, R. A., & Nelson, B. H. (2016) · PLoS ONE · doi:10.1371/journal.pone.0155189 · Cited by 138 · see citing works
Prickett, T. D., Crystal, J. S., Cohen, C. J., Pasetto, A., Parkhurst, M. R., Gartner, J. J., Yao, X., Wang, R., Gros, A., Li, Y. F., et al. (2016) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-15-0215 · Cited by 126 · see citing works
Prediction of epitopes using neural network based methods
Lundegaard, C., Lund, O., & Nielsen, M. (2010) · Journal of Immunological Methods · doi:10.1016/j.jim.2010.10.011 · Cited by 110 · see citing works
Mutated BCR-ABL Generates Immunogenic T-cell Epitopes in CML Patients
Cai, A., Keskin, D. B., DeLuca, D. S., et al. (2012) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-12-1182 · Cited by 51 · see citing works
Self-citationCall, M. J., Xing, X., Cuny, G. D., Seth, N. P., Altmann, D. M., Fugger, L. H., Krogsgaard, M., Stein, R. L., & Wucherpfennig, K. W. (2009) · The Journal of Immunology · doi:10.4049/jimmunol.0803464 · Cited by 37 · see citing works
Self-citationIdiotype-specific CD4+ T cells eradicate disseminated myeloma
Haabeth, O. A. W., Tveita, A. A., Fauskanger, M., et al. (2015) · Leukemia · doi:10.1038/leu.2015.278 · Cited by 20 · see citing works
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Pardi, N., Hogan, M. J., Porter, F. W., & Weissman, D. (2018) · Nature Reviews Drug Discovery · doi:10.1038/nrd.2017.243 · Cited by 4,667 · see citing works
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Hallmarks of response, resistance, and toxicity to immune checkpoint blockade
Morad, G., Helmink, B. A., Sharma, P., & Wargo, J. A. (2021) · Cell · doi:10.1016/j.cell.2021.09.020 · Cited by 1,648 · see citing works
Saxena, M., van der Burg, S. H., Melief, C. J. M., & Bhardwaj, N. (2021) · Nature reviews. Cancer · doi:10.1038/s41568-021-00346-0 · Cited by 1,581 · see citing works
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Borst, J., Ahrends, T., Bąbała, N., Melief, C. J. M., & Kastenmüller, W. (2018) · Nature Reviews Immunology · doi:10.1038/s41577-018-0044-0 · Cited by 1,585 · see citing works
Neoantigen vaccine generates intratumoral T cell responses in phase Ib glioblastoma trial
Keskin, D. B., Anandappa, A. J., Sun, J., Tirosh, I., Mathewson, N. D., Li, S., Oliveira, G., Giobbie-Hurder, A., Felt, K., Gjini, E., et al. (2019) · Nature · doi:10.1038/s41586-018-0792-9 · Cited by 1,432 · see citing works
Self-citationBystander CD8+ T cells are abundant and phenotypically distinct in human tumour infiltrates
Simoni, Y., Becht, E., Fehlings, M., Loh, C. Y., Koo, S.-L., Teng, K. W. W., Yeong, J. P. S., Nahar, R., Zhang, T., Kared, H., et al. (2018) · Nature · doi:10.1038/s41586-018-0130-2 · Cited by 1,370 · see citing works
Mechanisms of resistance to immune checkpoint inhibitors
Jenkins, R. W., Barbie, D. A., & Flaherty, K. T. (2018) · British Journal of Cancer · doi:10.1038/bjc.2017.434 · Cited by 1,383 · see citing works
Conserved pan-cancer microenvironment subtypes predict response to immunotherapy
Bagaev, A., Kotlov, N., Nomie, K., Svekolkin, V., Gafurov, A., Isaeva, O., Osokin, N., Kozlov, I., Frenkel, F., Gancharova, O., et al. (2021) · Cancer Cell · doi:10.1016/j.ccell.2021.04.014 · Cited by 1,302 · see citing works
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McGranahan, N., Rosenthal, R., Hiley, C. T., Rowan, A. J., Watkins, T. B. K., Wilson, G. A., Birkbak, N. J., Veeriah, S., Van Loo, P., Herrero, J., et al. (2017) · Cell · doi:10.1016/j.cell.2017.10.001 · Cited by 1,298 · see citing works
Hellmann, M. D., Nathanson, T., Rizvi, H., Creelan, B. C., Sanchez-Vega, F., Ahuja, A., Ni, A., Novik, J. B., Mangarin, L. M. B., Abu-Akeel, M., et al. (2018) · Cancer Cell · doi:10.1016/j.ccell.2018.03.018 · Cited by 1,095 · see citing works
Anti-tumour immunity controlled through mRNA m6A methylation and YTHDF1 in dendritic cells
Han, D., Liu, J., Chen, C., Dong, L., Liu, Y., Chang, R., Huang, X., Liu, Y., Wang, J., Dougherty, U., et al. (2019) · Nature · doi:10.1038/s41586-019-0916-x · Cited by 955 · see citing works
Self-citationActively personalized vaccination trial for newly diagnosed glioblastoma
Hilf, N., Kuttruff-Coqui, S., Frenzel, K., Bukur, V., Stevanović, S., Gouttefangeas, C., Platten, M., Tabatabai, G., Dutoit, V., van der Burg, S. H., et al. (2019) · Nature · doi:10.1038/s41586-018-0810-y · Cited by 938 · see citing works
MHC-II neoantigens shape tumour immunity and response to immunotherapy
Alspach, E., Lussier, D. M., Miceli, A. P., Kizhvatov, I., DuPage, M., Luoma, A. M., Meng, W., Lichti, C. F., Esaulova, E., Vomund, A. N., et al. (2019) · Nature · doi:10.1038/s41586-019-1671-8 · Cited by 846 · see citing works
Self-citationWeber, J. S., Carlino, M. S., Khattak, A., Meniawy, T., Ansstas, G., Taylor, M. H., Kim, K. B., McKean, M., Long, G. V., Sullivan, R. J., et al. (2024) · The Lancet · doi:10.1016/s0140-6736(23)02268-7 · Cited by 916 · see citing works
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Oh, D. Y., Kwek, S. S., Raju, S. S., Li, T., McCarthy, E., Chow, E., Aran, D., Ilano, A., Pai, C.-C. S., Rancan, C., et al. (2020) · Cell · doi:10.1016/j.cell.2020.05.017 · Cited by 734 · see citing works
Ott, P. A., Hu-Lieskovan, S., Chmielowski, B., Govindan, R., Naing, A., Bhardwaj, N., Margolin, K., Awad, M. M., Hellmann, M. D., Lin, J. J., et al. (2020) · Cell · doi:10.1016/j.cell.2020.08.053 · Cited by 738 · see citing works
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Wells, D. K., van Buuren, M. M., Dang, K. K., Hubbard-Lucey, V. M., Sheehan, K. C. F., Campbell, K. M., Lamb, A., Ward, J. P., Sidney, J., Blazquez, A. B., et al. (2020) · Cell · doi:10.1016/j.cell.2020.09.015 · Cited by 538 · see citing works
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mRNA-based cancer therapeutics
Liu, C., Shi, Q., Huang, X., Koo, S., Kong, N., & Tao, W. (2023) · Nature Reviews Cancer · doi:10.1038/s41568-023-00586-2 · Cited by 500 · see citing works
Cheng, K., Zhao, R., Li, Y., Qi, Y., Wang, Y., Zhang, Y., Qin, H., Qin, Y., Chen, L., Li, C., et al. (2021) · Nature Communications · doi:10.1038/s41467-021-22308-8 · Cited by 480 · see citing works
Cytotoxic CD4+ T cells in cancer: Expanding the immune effector toolbox
Oh, D. Y., & Fong, L. (2021) · Immunity · doi:10.1016/j.immuni.2021.11.015 · Cited by 467 · see citing works
Identification of bacteria-derived HLA-bound peptides in melanoma
Kalaora, S., Nagler, A., Nejman, D., Alon, M., Barbolin, C., Barnea, E., Ketelaars, S. L. C., Cheng, K., Vervier, K., Shental, N., et al. (2021) · Nature · doi:10.1038/s41586-021-03368-8 · Cited by 457 · see citing works
Genomic correlates of response to immune checkpoint blockade
Keenan, T. E., Burke, K. P., & Van Allen, E. M. (2019) · Nature Medicine · doi:10.1038/s41591-019-0382-x · Cited by 448 · see citing works
Identifying and Targeting Human Tumor Antigens for T Cell-Based Immunotherapy of Solid Tumors
Leko, V., & Rosenberg, S. A. (2020) · Cancer Cell · doi:10.1016/j.ccell.2020.07.013 · Cited by 449 · see citing works
Perspective on Oncogenic Processes at the End of the Beginning of Cancer Genomics
Ding, L., Bailey, M. H., Porta-Pardo, E., Thorsson, V., Colaprico, A., Bertrand, D., Gibbs, D. L., Weerasinghe, A., Huang, K.-L., Tokheim, C., et al. (2018) · Cell · doi:10.1016/j.cell.2018.03.033 · Cited by 399 · see citing works
Self-citationmRNA vaccine–induced neoantigen-specific T cell immunity in patients with gastrointestinal cancer
Cafri, G., Gartner, J. J., Zaks, T., Hopson, K., Levin, N., Paria, B. C., Parkhurst, M. R., Yossef, R., Lowery, F. J., Jafferji, M. S., et al. (2020) · Journal of Clinical Investigation · doi:10.1172/jci134915 · Cited by 427 · see citing works
Current Landscape of Immunotherapy in Breast Cancer: A Review
Adams, S., Gatti-Mays, M. E., Kalinsky, K., Korde, L. A., Sharon, E., Amiri-Kordestani, L., Bear, H., McArthur, H. L., Frank, E., Perlmutter, J., et al. (2019) · JAMA Oncology · doi:10.1001/jamaoncol.2018.7147 · Cited by 384 · see citing works
Sharma, P., Pachynski, R. K., Narayan, V., Fléchon, A., Gravis, G., Galsky, M. D., Mahammedi, H., Patnaik, A., Subudhi, S. K., Ciprotti, M., et al. (2020) · Cancer Cell · doi:10.1016/j.ccell.2020.08.007 · Cited by 406 · see citing works
T Cell Dysfunction and Exhaustion in Cancer
Zhang, Z., Liu, S., Zhang, B., Qiao, L., Zhang, Y., & Zhang, Y. (2020) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2020.00017 · Cited by 385 · see citing works
Adjuvant and neoadjuvant immunotherapies in hepatocellular carcinoma
Llovet, J. M., Pinyol, R., Yarchoan, M., Singal, A. G., Marron, T. U., Schwartz, M., Pikarsky, E., Kudo, M., & Finn, R. S. (2024) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-024-00868-0 · Cited by 391 · see citing works
Beyond conventional immune-checkpoint inhibition — novel immunotherapies for renal cell carcinoma
Braun, D. A., Bakouny, Z., Hirsch, L., Flippot, R., Van Allen, E. M., Wu, C. J., & Choueiri, T. K. (2021) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-020-00455-z · Cited by 356 · see citing works
Self-citationThree decades of messenger RNA vaccine development
Verbeke, R., Lentacker, I., De Smedt, S. C., & Dewitte, H. (2019) · Nano Today · doi:10.1016/j.nantod.2019.100766 · Cited by 342 · see citing works
Immunity, Hypoxia, and Metabolism–the Ménage à Trois of Cancer: Implications for Immunotherapy
Riera-Domingo, C., Audigé, A., Granja, S., Cheng, W.-C., Ho, P.-C., Baltazar, F., Stockmann, C., & Mazzone, M. (2020) · Physiological Reviews · doi:10.1152/physrev.00018.2019 · Cited by 310 · see citing works
Endogenous retroviral signatures predict immunotherapy response in clear cell renal cell carcinoma
Smith, C. C., Beckermann, K. E., Bortone, D. S., De Cubas, A. A., Bixby, L. M., Lee, S. J., Panda, A., Ganesan, S., Bhanot, G., Wallen, E. M., et al. (2018) · Journal of Clinical Investigation · doi:10.1172/jci121476 · Cited by 303 · see citing works
Radiation therapy and anti-tumor immunity: exposing immunogenic mutations to the immune system
Lhuillier, C., Rudqvist, N.-P., Elemento, O., Formenti, S. C., & Demaria, S. (2019) · Genome Medicine · doi:10.1186/s13073-019-0653-7 · Cited by 276 · see citing works
Pant, S., Wainberg, Z. A., Weekes, C. D., Furqan, M., Kasi, P. M., Devoe, C. E., Leal, A. D., Chung, V., Basturk, O., VanWyk, H., et al. (2024) · Nature Medicine · doi:10.1038/s41591-023-02760-3 · Cited by 267 · see citing works
Hwang, S., Kwon, A.-Y., Jeong, J.-Y., Kim, S., Kang, H., Park, J., Kim, J.-H., Han, O. J., Lim, S. M., & An, H. J. (2020) · Scientific Reports · doi:10.1038/s41598-019-57218-9 · Cited by 215 · see citing works
Trial watch: TLR3 agonists in cancer therapy
Le Naour, J., Galluzzi, L., Zitvogel, L., Kroemer, G., & Vacchelli, E. (2020) · OncoImmunology · doi:10.1080/2162402x.2020.1771143 · Cited by 239 · see citing works
Marcu, A., Bichmann, L., Kuchenbecker, L., Kowalewski, D. J., Freudenmann, L. K., Backert, L., Mühlenbruch, L., Szolek, A., Lübke, M., Wagner, P., et al. (2021) · Journal for ImmunoTherapy of Cancer · doi:10.1136/jitc-2020-002071 · Cited by 250 · see citing works
Targeting MHC-I molecules for cancer: function, mechanism, and therapeutic prospects
Wu, X., Li, T., Jiang, R., Yang, X., Guo, H., & Yang, R. (2023) · Molecular Cancer · doi:10.1186/s12943-023-01899-4 · Cited by 223 · see citing works
Engineering patient-specific cancer immunotherapies
Scheetz, L., Park, K. S., Li, Q., Lowenstein, P. R., Castro, M. G., Schwendeman, A., & Moon, J. J. (2019) · Nature Biomedical Engineering · doi:10.1038/s41551-019-0436-x · Cited by 208 · see citing works
Xu, Y., Su, G.-H., Ma, D., Xiao, Y., Shao, Z.-M., & Jiang, Y.-Z. (2021) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-021-00729-7 · Cited by 163 · see citing works
Pan-Peptide Meta Learning for T-cell receptor–antigen binding recognition
Gao, Y., Gao, Y., Fan, Y., Zhu, C., Wei, Z., Zhou, C., Chuai, G., Chen, Q., Zhang, H., & Liu, Q. (2023) · Nature Machine Intelligence · doi:10.1038/s42256-023-00619-3 · Cited by 155 · see citing works
Protein Barcodes Enable High-Dimensional Single-Cell CRISPR Screens
Wroblewska, A., Dhainaut, M., Ben-Zvi, B., Rose, S. A., Park, E. S., Amir, E.-A. D., Bektesevic, A., Baccarini, A., Merad, M., Rahman, A. H., et al. (2018) · Cell · doi:10.1016/j.cell.2018.09.022 · Cited by 168 · see citing works
Microbial peptides activate tumour-infiltrating lymphocytes in glioblastoma
Naghavian, R., Faigle, W., Oldrati, P., Wang, J., Toussaint, N. C., Qiu, Y., Medici, G., Wacker, M., Freudenmann, L. K., Bonté, P.-E., et al. (2023) · Nature · doi:10.1038/s41586-023-06081-w · Cited by 163 · see citing works
Subudhi, S. K., Vence, L., Zhao, H., Blando, J., Yadav, S. S., Xiong, Q., Reuben, A., Aparicio, A., Corn, P. G., Chapin, B. F., et al. (2020) · Science Translational Medicine · doi:10.1126/scitranslmed.aaz3577 · Cited by 158 · see citing works
Understanding the mechanisms of resistance to CAR T-cell therapy in malignancies.
Cheng, J., Zhao, L., Zhang, Y., Qin, Y., Guan, Y., Zhang, T., Liu, C., & Zhou, J. (2019) · Frontiers in Oncology · doi:10.3389/fonc.2019.01237 · Cited by 153 · see citing works
Combination of Immunotherapy With Targeted Therapy: Theory and Practice in Metastatic Melanoma
Yu, C., Liu, X., Yang, J., Zhang, M., Jin, H., Ma, X., & Shi, H. (2019) · Frontiers in Immunology · doi:10.3389/fimmu.2019.00990 · Cited by 126 · see citing works
The role of biomarkers in personalized immunotherapy
Sankar, K., Ye, J. C., Li, Z., Zheng, L., Song, W., & Hu-Lieskovan, S. (2022) · Biomarker Research · doi:10.1186/s40364-022-00378-0 · Cited by 111 · see citing works
The Cellular Immunotherapy Revolution: Arming the Immune System for Precision Therapy
Paucek, R. D., Baltimore, D., & Li, G. (2019) · Trends in Immunology · doi:10.1016/j.it.2019.02.002 · Cited by 104 · see citing works
Friedman, J., Moore, E. C., Zolkind, P., Robbins, Y., Clavijo, P. E., Sun, L., Greene, S., Morisada, M. V., Mydlarz, W. K., Schmitt, N., et al. (2020) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-19-2209 · Cited by 88 · see citing works
Veatch, J. R., Jesernig, B. L., Kargl, J., Fitzgibbon, M., Lee, S. M., Baik, C., Martins, R., Houghton, A. M., & Riddell, S. R. (2019) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-18-0402 · Cited by 89 · see citing works
Evolution of Cancer Vaccines—Challenges, Achievements, and Future Directions
Tay, B. Q., Wright, Q., Ladwa, R., Perry, C., Leggatt, G., Simpson, F., Wells, J. W., Panizza, B. J., Frazer, I. H., & Cruz, J. L. G. (2021) · Vaccines · doi:10.3390/vaccines9050535 · Cited by 76 · see citing works
Immunological classification of tumor types and advances in precision combination immunotherapy
Ren, X., Guo, S., Guan, X., Kang, Y., Liu, J., & Yang, X. (2022) · Frontiers in Immunology · doi:10.3389/fimmu.2022.790113 · Cited by 62 · see citing works
van den Bulk, J., Verdegaal, E. M. E., Ruano, D., Ijsselsteijn, M. E., Visser, M., van der Breggen, R., Duhen, T., van der Ploeg, M., de Vries, N. L., Oosting, J., et al. (2019) · Genome Medicine · doi:10.1186/s13073-019-0697-8 · Cited by 63 · see citing works
Brown, A. J., Snapkov, I., Akbar, R., Pavlović, M., Miho, E., Sandve, G. K., & Greiff, V. (2019) · Molecular Systems Design & Engineering · doi:10.1039/c9me00071b · Cited by 59 · see citing works
The paradigm shift in treatment from Covid-19 to oncology with mRNA vaccines
Wei, J., & Hui, A.-M. (2022) · Cancer Treatment Reviews · doi:10.1016/j.ctrv.2022.102405 · Cited by 57 · see citing works
Breaking Bottlenecks for the TCR Therapy of Cancer
Gaissmaier, L., Elshiaty, M., & Christopoulos, P. (2020) · Cells · doi:10.3390/cells9092095 · Cited by 52 · see citing works
Impact of Age-, Cancer- and Treatment-Driven Inflammation on T Cell Function and Immunotherapy
Quinn, K. M., Kartikasari, A. E. R., Cooke, R. E., Koldej, R. M., Ritchie, D. S., & Plebanski, M. (2020) · Journal of Leukocyte Biology · doi:10.1002/jlb.5mr0520-466r · Cited by 31 · see citing works
Betancourt, L. H., Szasz, A. M., Kuras, M., Rodriguez Murillo, J., Sugihara, Y., Pla, I., Horvath, Z., Pawłowski, K., Rezeli, M., Miharada, K., et al. (2019) · Cancers · doi:10.3390/cancers11121981 · Cited by 24 · see citing works
Impact of Immunotherapy on CD4 T Cell Phenotypes and Function in Cancer
Saillard, M., Cenerenti, M., Romero, P., & Jandus, C. (2021) · Vaccines · doi:10.3390/vaccines9050454 · Cited by 23 · see citing works
An in-depth review of AI-powered advancements in cancer drug discovery
Le, M. H. N., Nguyen, P. K., Nguyen, T. P. T., Nguyen, H. Q., Tam, D. N. H., Huynh, H. H., Huynh, P. K., & Le, N. Q. K. (2025) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2025.167680 · Cited by 15 · see citing works
McGray, A. J. R., Eppolito, C., Miliotto, A., Singel, K. L., Stephenson, K., Lugade, A., Segal, B. H., Keler, T., Webster, G., Lichty, B., et al. (2021) · Cancer Immunology, Immunotherapy · doi:10.1007/s00262-021-02936-1 · Cited by 12 · see citing works
- Authors
- Ott, P. A., Hu, Z., Keskin, D. B., Shukla, S. A., Sun, J., Bozym, D. J., Zhang, W., Luoma, A., Giobbie-Hurder, A., Peter, L., Chen, C., Olive, O., Carter, T. A., Li, S., Lieb, D. J., Eisenhaure, T., Gjini, E., Stevens, J., Lane, W. J., Javeri, I., Nellaiappan, K., Salazar, A. M., Daley, H., Seaman, M., Buchbinder, E. I., Yoon, C. H., Harden, M., Lennon, N., Gabriel, S., Rodig, S. J., Barouch, D. H., Aster, J. C., Getz, G., Wucherpfennig, K., Neuberg, D., Ritz, J., Lander, E. S., Fritsch, E. F., Hacohen, N., & Wu, C. J.
- Affiliations
- Brigham and Women's Hospital (US)
- Dana-Farber Cancer Institute (US)
- Broad Institute (US)
- Beth Israel Deaconess Medical Center (US)
- CuriRx (United States) (US)
- Harvard University (US)
- Corresponding author
- Wu, Catherine J.
- ORCID
- Ott, Patrick A.
- Keskin, Derin B.
- Shukla, Sachet A.
- Sun, Jing
- Bozym, David J.
- Zhang, Wandi
- Luoma, Adrienne
- Peter, Lauren
- Li, Shuqiang
- Lieb, David J.
- Eisenhaure, Thomas
- Gjini, Evisa
- Lane, William J.
- Nellaiappan, Kaliappanadar
- Daley, Heather
- Seaman, Michael
- Buchbinder, Elizabeth I.
- Yoon, Charles H.
- Harden, Maegan
- Lennon, Niall
- Gabriel, Stacey
- Rodig, Scott J.
- Barouch, Dan H.
- Aster, Jon C.
- Getz, Gad
- Wucherpfennig, Kai
- Neuberg, Donna
- Ritz, Jerome
- Lander, Eric S.
- Fritsch, Edward F.
- Hacohen, Nir
- Wu, Catherine J.
- Venue
- Nature
- Published
- 2017-07-05
- Volume
- 547
- Issue
- 7662
- Pages
- 217-221
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC5577644
- OpenAlex
- W2728365508
- Cited by
- 2,936
- References
- 47
- Citations by year
- 2026: 277 · 2025: 299 · 2024: 307 · 2023: 312 · 2022: 316 · 2021: 381 · 2020: 369 · 2019: 309 · 2018: 283 · 2017: 79 · 2015: 1
- FWCI
- 130.08
- Type
- journal article
- Language
- en
- Update notices
- erratum (2018-03-15)
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- National Heart, Lung, and Blood Institute (R01HL103532)
- National Cancer Institute (T32CA207021, P50CA101942, R50CA211482, R01CA155010)
- Topics
- Life Sciences › Immunology and Microbiology › Immunology › Immunotherapy and Immune Responses
- Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
- Health Sciences › Medicine › Oncology › Cutaneous Melanoma Detection and Management
- Keywords
- melanoma, personalized neoantigen vaccine, multipeptide vaccine, neoantigens, HLA-bound peptides, T cell response, CD4+ T cells, CD8+ T cells, tumor-infiltrating lymphocytes, tumor regression, immune checkpoint inhibitors, cancer immunotherapy, tumor mutational burden
- MeSH terms
- Machine Learning, Amino Acid Sequence, Histocompatibility Antigens Class II, Antigens, Neoplasm, Humans, Melanoma, Mutation, Neoplasm Recurrence, Local, CD4-Positive T-Lymphocytes, CD8-Positive T-Lymphocytes, Cancer Vaccines, Precision Medicine, High-Throughput Nucleotide Sequencing, Programmed Cell Death 1 Receptor, Antibodies, Monoclonal, Humanized, Patient Safety
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