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Feng HR, Shen XN, Zhu XM, Zhong WT, Zhu DX, Zhao J, Chen YJ, Shen F, Liu K, Liang L. Unveiling major histocompatibility complex-mediated pan-cancer immune features by integrated single-cell and bulk RNA sequencing. Cancer Lett 2024; 597:217062. [PMID: 38878852 DOI: 10.1016/j.canlet.2024.217062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Revised: 05/22/2024] [Accepted: 06/08/2024] [Indexed: 06/25/2024]
Abstract
Immune checkpoint inhibitors (ICIs) have transformed cancer therapy, yet persistent challenges such as low response rate and significant heterogeneity necessitate attention. The pivotal role of the major histocompatibility complex (MHC) in ICI efficacy, its intricate impacts and potentials as a prognostic marker, warrants comprehensive exploration. This study integrates single-cell RNA sequencing (scRNA-seq), bulk RNA-seq, and spatial transcriptomic analyses to unveil pan-cancer immune characteristics governed by the MHC transcriptional feature (MHC.sig). Developed through scRNA-seq analysis of 663,760 cells across diverse cohorts and validated in 30 solid cancer types, the MHC.sig demonstrates a robust correlation between immune-related genes and infiltrating immune cells, highlighting its potential as a universal pan-cancer marker for anti-tumor immunity. Screening the MHC.sig for therapeutic targets using CRISPR data identifies potential genes for immune therapy synergy and validates its predictive efficacy for ICIs responsiveness across diverse datasets and cancer types. Finally, analysis of cellular communication patterns reveals interactions between C1QC+macrophages and malignant cells, providing insights into potential therapeutic agents and their sensitivity characteristics. This comprehensive analysis positions the MHC.sig as a promising marker for predicting immune therapy outcomes and guiding combinatorial therapeutic strategies.
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Affiliation(s)
- Hao-Ran Feng
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, People's Republic of China
| | - Xiao-Nan Shen
- Department of Gastroenterology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, People's Republic of China
| | - Xiao-Ming Zhu
- Department of Colorectal Surgery, Changhai Hospital, Naval Medical University, Shanghai, 200082, People's Republic of China
| | - Wen-Tao Zhong
- Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510030, People's Republic of China
| | - De-Xiang Zhu
- Department of Colorectal Surgery, Zhongshan Hospital, Fudan University, Shanghai, 200032, People's Republic of China
| | - Ji Zhao
- Department of Breast Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200336, People's Republic of China
| | - Yan-Jie Chen
- Department of Gastroenterology, Zhongshan Hospital (Xiamen), Fudan University, Xiamen, 361015, People's Republic of China; Department of Gastroenterology, Zhongshan Hospital, Fudan University, Shanghai, 200032, People's Republic of China.
| | - Feng Shen
- Department of Medical Oncology, Zhongshan Hospital (Xiamen), Fudan University, Xiamen, 361015, People's Republic of China.
| | - Kun Liu
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, People's Republic of China.
| | - Li Liang
- Department of Medical Oncology, Zhongshan Hospital, Fudan University, Shanghai, 200032, People's Republic of China.
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Zhou S, Song Y, Luo Y, Quinn B, Jiao Y, Long MD, Abrams SI, Lovell JF. Identification of Enhanced Vaccine Mimotopes for the p15E Murine Cancer Antigen. CANCER RESEARCH COMMUNICATIONS 2024; 4:958-969. [PMID: 38506662 PMCID: PMC10986479 DOI: 10.1158/2767-9764.crc-23-0384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 01/23/2024] [Accepted: 03/13/2024] [Indexed: 03/21/2024]
Abstract
Mimotopes of short CD8+ T-cell epitopes generally comprise one or more mutated residues, and can increase the immunogenicity and function of peptide cancer vaccines. We recently developed a two-step approach to generate enhanced mimotopes using positional peptide microlibraries and herein applied this strategy to the broadly used H-2Kb-restricted murine leukemia p15E tumor rejection epitope. The wild-type p15E epitope (sequence: KSPWFTTL) was poorly immunogenic in mice, even when combined with a potent peptide nanoparticle vaccine system and did not delay p15E-expressing MC38 tumor growth. Following positional microlibrary functional screening of over 150 mimotope candidates, two were identified, both with mutations at residue 3 (p15E-P3C; "3C," and p15E-P3M; "3M") that better induced p15E-specific CD8+ T cells and led to tumor rejection. Although 3M was more immunogenic, 3C effectively delayed tumor growth in a therapeutic setting relative to the wild-type p15E. As 3C had less H-2Kb affinity relative to both p15E and 3M, 15 additional mimotope candidates (all that incorporated the 3C mutation) were assessed that maintained or improved predicted MHC-I affinity. Valine substitution at position 2 (3C2V, sequence: KVCWFTTL) led to improved p15E-specific immunogenicity, tumor rejection, and subsequent long-term antitumor immunity. 3C, 3M, and 3C2V mimotopes were more effective than p15E in controlling MC38 and B16-F10 tumors. T-cell receptor (TCR) sequencing revealed unique TCR transcripts for mimotopes, but there were no major differences in clonality. These results provide new p15E mimotopes for further vaccine use and illustrate considerations for MHC-I affinity, immunogenicity, and functional efficacy in mimotope design. SIGNIFICANCE The MHC-I-restricted p15E tumor rejection epitope is expressed in multiple murine cancer lines and is used as a marker of antitumor cellular immunity, but has seen limited success as a vaccine immunogen. An in vivo screening approach based on a positional peptide microlibraries is used to identify enhanced p15E mimotopes bearing amino acid mutations that induce significantly improved functional immunogenicity relative to vaccination with the wild-type epitope.
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Affiliation(s)
- Shiqi Zhou
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
| | - Yiting Song
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
| | - Yuan Luo
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
| | - Breandan Quinn
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
| | - Yang Jiao
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
| | - Mark D. Long
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Scott I. Abrams
- Department of Immunology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Jonathan F. Lovell
- Department of Biomedical Engineering, State University of New York at Buffalo, Buffalo, New York
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Mabrouk MT, Zidan AA, Aly N, Mohammed MT, Ghantous F, Seaman MS, Lovell JF, Nasr ML. Circularized Nanodiscs for Multivalent Mosaic Display of SARS-CoV-2 Spike Protein Antigens. Vaccines (Basel) 2023; 11:1655. [PMID: 38005987 PMCID: PMC10675430 DOI: 10.3390/vaccines11111655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 10/24/2023] [Accepted: 10/26/2023] [Indexed: 11/26/2023] Open
Abstract
The emergence of vaccine-evading SARS-CoV-2 variants urges the need for vaccines that elicit broadly neutralizing antibodies (bnAbs). Here, we assess covalently circularized nanodiscs decorated with recombinant SARS-CoV-2 spike glycoproteins from several variants for eliciting bnAbs with vaccination. Cobalt porphyrin-phospholipid (CoPoP) was incorporated into the nanodisc to allow for anchoring and functional orientation of spike trimers on the nanodisc surface through their His-tag. Monophosphoryl-lipid (MPLA) and QS-21 were incorporated as immunostimulatory adjuvants to enhance vaccine responses. Following optimization of nanodisc assembly, spike proteins were effectively displayed on the surface of the nanodiscs and maintained their conformational capacity for binding with human angiotensin-converting enzyme 2 (hACE2) as verified using electron microscopy and slot blot assay, respectively. Six different formulations were prepared where they contained mono antigens; four from the year 2020 (WT, Beta, Lambda, and Delta) and two from the year 2021 (Omicron BA.1 and BA.2). Additionally, we prepared a mosaic nanodisc displaying the four spike proteins from year 2020. Intramuscular vaccination of CD-1 female mice with the mosaic nanodisc induced antibody responses that not only neutralized matched pseudo-typed viruses, but also neutralized mismatched pseudo-typed viruses corresponding to later variants from year 2021 (Omicron BA.1 and BA.2). Interestingly, sera from mosaic-immunized mice did not effectively inhibit Omicron spike binding to human ACE-2, suggesting that some of the elicited antibodies were directed towards conserved neutralizing epitopes outside the receptor binding domain. Our results show that mosaic nanodisc vaccine displaying spike proteins from 2020 can elicit broadly neutralizing antibodies that can neutralize mismatched viruses from a following year, thus decreasing immune evasion of new emerging variants and enhancing healthcare preparedness.
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Affiliation(s)
- Moustafa T. Mabrouk
- Division of Engineering in Medicine and Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (M.T.M.)
- Department of Biomedical Engineering, University at Buffalo, State University of New York, Buffalo, NY 14260, USA;
| | - Asmaa A. Zidan
- Schepens Eye Research Institute of Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, Boston, MA 02114, USA
| | - Nihal Aly
- Division of Engineering in Medicine and Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (M.T.M.)
- Botany and Microbiology Department, Faculty of Science, Alexandria University, Alexandria 21526, Egypt
| | - Mostafa T. Mohammed
- Division of Engineering in Medicine and Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (M.T.M.)
- Clinical Pathology Department, Minia University, Minia 61519, Egypt
| | - Fadi Ghantous
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Michael S. Seaman
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Jonathan F. Lovell
- Department of Biomedical Engineering, University at Buffalo, State University of New York, Buffalo, NY 14260, USA;
| | - Mahmoud L. Nasr
- Division of Engineering in Medicine and Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (M.T.M.)
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
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Daradoumis J, Ragonnaud E, Skandorff I, Nielsen KN, Bermejo AV, Andersson AM, Schroedel S, Thirion C, Neukirch L, Holst PJ. An Endogenous Retrovirus Vaccine Encoding an Envelope with a Mutated Immunosuppressive Domain in Combination with Anti-PD1 Treatment Eradicates Established Tumours in Mice. Viruses 2023; 15:v15040926. [PMID: 37112906 PMCID: PMC10141008 DOI: 10.3390/v15040926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/03/2023] [Accepted: 04/04/2023] [Indexed: 04/29/2023] Open
Abstract
Endogenous retroviruses (ERVs) account for 8% of our genome, and, although they are usually silent in healthy tissues, they become reactivated and expressed in pathological conditions such as cancer. Several studies support a functional role of ERVs in tumour development and progression, specifically through their envelope (Env) protein, which contains a region described as an immunosuppressive domain (ISD). We have previously shown that targeting of the murine ERV (MelARV) Env using virus-like vaccine (VLV) technology, consisting of an adenoviral vector encoding virus-like particles (VLPs), induces protection against small tumours in mice. Here, we investigate the potency and efficacy of a novel MelARV VLV with a mutated ISD (ISDmut) that can modify the properties of the adenoviral vaccine-encoded Env protein. We show that the modification of the vaccine's ISD significantly enhanced T-cell immunogenicity in both prime and prime-boost vaccination regimens. The modified VLV in combination with an α-PD1 checkpoint inhibitor (CPI) exhibited excellent curative efficacy against large established colorectal CT26 tumours in mice. Furthermore, only ISDmut-vaccinated mice that survived CT26 challenge were additionally protected against rechallenge with a triple-negative breast cancer cell line (4T1), showing that our modified VLV provides cross-protection against different tumour types expressing ERV-derived antigens. We envision that translating these findings and technology into human ERVs (HERVs) could provide new treatment opportunities for cancer patients with unmet medical needs.
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Affiliation(s)
- Joana Daradoumis
- Department of Immunology and Microbiology, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
| | - Emeline Ragonnaud
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
- Department of Biomedical Sciences, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Isabella Skandorff
- Department of Immunology and Microbiology, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
| | | | - Amaia Vergara Bermejo
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
- Department of Biomedical Sciences, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Anne-Marie Andersson
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
| | | | | | - Lasse Neukirch
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
- Department of Biomedical Sciences, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Peter Johannes Holst
- Department of Immunology and Microbiology, The Panum Institute, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
- InProTher, Bioinnovation Institute, COBIS, Ole Maaløes Vej 3, 2200 Copenhagen, Denmark
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