1
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Duman ET, Sitte M, Conrads K, Mackay A, Ludewig F, Ströbel P, Ellenrieder V, Hessmann E, Papantonis A, Salinas G. A single-cell strategy for the identification of intronic variants related to mis-splicing in pancreatic cancer. NAR Genom Bioinform 2024; 6:lqae057. [PMID: 38800828 PMCID: PMC11127633 DOI: 10.1093/nargab/lqae057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 04/24/2024] [Accepted: 05/23/2024] [Indexed: 05/29/2024] Open
Abstract
Most clinical diagnostic and genomic research setups focus almost exclusively on coding regions and essential splice sites, thereby overlooking other non-coding variants. As a result, intronic variants that can promote mis-splicing events across a range of diseases, including cancer, are yet to be systematically investigated. Such investigations would require both genomic and transcriptomic data, but there currently exist very few datasets that satisfy these requirements. We address this by developing a single-nucleus full-length RNA-sequencing approach that allows for the detection of potentially pathogenic intronic variants. We exemplify the potency of our approach by applying pancreatic cancer tumor and tumor-derived specimens and linking intronic variants to splicing dysregulation. We specifically find that prominent intron retention and pseudo-exon activation events are shared by the tumors and affect genes encoding key transcriptional regulators. Our work paves the way for the assessment and exploitation of intronic mutations as powerful prognostic markers and potential therapeutic targets in cancer.
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Affiliation(s)
- Emre Taylan Duman
- NGS-Core Unit for Integrative Genomics, Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Maren Sitte
- NGS-Core Unit for Integrative Genomics, Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Karly Conrads
- Clinic of Gastroenterology, Gastrointestinal Oncology and Endocrinology, University Medical Center, Göttingen, Germany
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Institute of Medical Bioinformatics, University Medical Center, Göttingen, Germany
| | - Adi Mackay
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Fabian Ludewig
- NGS-Core Unit for Integrative Genomics, Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Philipp Ströbel
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Volker Ellenrieder
- Clinic of Gastroenterology, Gastrointestinal Oncology and Endocrinology, University Medical Center, Göttingen, Germany
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Comprehensive Cancer Center Lower Saxony (CCC-N), Göttingen, Germany
| | - Elisabeth Hessmann
- Clinic of Gastroenterology, Gastrointestinal Oncology and Endocrinology, University Medical Center, Göttingen, Germany
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Comprehensive Cancer Center Lower Saxony (CCC-N), Göttingen, Germany
| | - Argyris Papantonis
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
- Institute of Pathology, University Medical Center, Göttingen, Germany
- Comprehensive Cancer Center Lower Saxony (CCC-N), Göttingen, Germany
| | - Gabriela Salinas
- NGS-Core Unit for Integrative Genomics, Institute of Pathology, University Medical Center, Göttingen, Germany
- Clinical Research Unit 5002 (CRU5002), University Medical Center, Göttingen, Germany
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2
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Alors-Pérez E, Blázquez-Encinas R, Moreno-Montilla MT, García-Vioque V, Jiménez-Vacas JM, Mafficini A, González-Borja I, Luchini C, Sánchez-Hidalgo JM, Sánchez-Frías ME, Pedraza-Arevalo S, Romero-Ruiz A, Lawlor RT, Viúdez A, Gahete MD, Scarpa A, Arjona-Sánchez Á, Luque RM, Ibáñez-Costa A, Castaño JP. Spliceosomic dysregulation in pancreatic cancer uncovers splicing factors PRPF8 and RBMX as novel candidate actionable targets. Mol Oncol 2024. [PMID: 38790138 DOI: 10.1002/1878-0261.13658] [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: 04/14/2023] [Revised: 03/28/2024] [Accepted: 04/22/2024] [Indexed: 05/26/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal cancer, characterized by late diagnosis and poor treatment response. Surgery is the only curative approach, only available to early-diagnosed patients. Current therapies have limited effects, cause severe toxicities, and minimally improve overall survival. Understanding of splicing machinery alterations in PDAC remains incomplete. Here, we comprehensively examined 59 splicing machinery components, uncovering dysregulation in pre-mRNA processing factor 8 (PRPF8) and RNA-binding motif protein X-linked (RBMX). Their downregulated expression was linked to poor prognosis and malignancy features, including tumor stage, invasion and metastasis, and associated with poorer survival and the mutation of key PDAC genes. Experimental modulation of these splicing factors in pancreatic cancer cell lines reverted their expression to non-tumor levels and resulted in decreased key tumor-related features. These results provide evidence that the splicing machinery is altered in PDAC, wherein PRPF8 and RBMX emerge as candidate actionable therapeutic targets.
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Affiliation(s)
- Emilia Alors-Pérez
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - Ricardo Blázquez-Encinas
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - María Trinidad Moreno-Montilla
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - Víctor García-Vioque
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - Juan Manuel Jiménez-Vacas
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - Andrea Mafficini
- ARC-Net Research Centre and Section of Pathology of Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Italy
| | - Iranzu González-Borja
- OncobionaTras Lab, Navarrabiomed, Hospital Universitario de Navarra, Instituto de Investigación Sanitaria de Navarra-IDISNA, Universidad Pública de Navarra, Pamplona, Spain
| | - Claudio Luchini
- ARC-Net Research Centre and Section of Pathology of Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Italy
| | - Juan M Sánchez-Hidalgo
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Córdoba, Spain
- Surgery Service, Reina Sofia University Hospital, Córdoba, Spain
| | - Marina E Sánchez-Frías
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Pathology Service, Reina Sofia University Hospital, Córdoba, Spain
| | - Sergio Pedraza-Arevalo
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | | | - Rita T Lawlor
- ARC-Net Research Centre and Section of Pathology of Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Italy
| | - Antonio Viúdez
- OncobionaTras Lab, Navarrabiomed, Hospital Universitario de Navarra, Instituto de Investigación Sanitaria de Navarra-IDISNA, Universidad Pública de Navarra, Pamplona, Spain
- ICON plc, Pamplona, Spain
| | - Manuel D Gahete
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Córdoba, Spain
| | - Aldo Scarpa
- ARC-Net Research Centre and Section of Pathology of Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Italy
| | - Álvaro Arjona-Sánchez
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Surgery Service, Reina Sofia University Hospital, Córdoba, Spain
| | - Raúl M Luque
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Córdoba, Spain
| | - Alejandro Ibáñez-Costa
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
| | - Justo P Castaño
- Maimonides Biomedical Research Institute of Córdoba (IMIBIC), Spain
- Department of Cell Biology, Physiology, and Immunology, University of Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Córdoba, Spain
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3
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Wan L, Kral AJ, Voss D, Schäfer B, Sudheendran K, Danielsen M, Caruthers MH, Krainer AR. Screening Splice-Switching Antisense Oligonucleotides in Pancreas-Cancer Organoids. Nucleic Acid Ther 2024. [PMID: 38716830 DOI: 10.1089/nat.2023.0070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/21/2024] Open
Abstract
Aberrant alternative splicing is emerging as a cancer hallmark and a potential therapeutic target. It is the result of dysregulated or mutated splicing factors, or genetic alterations in splicing-regulatory cis-elements. Targeting individual altered splicing events associated with cancer-cell dependencies is a potential therapeutic strategy, but several technical limitations need to be addressed. Patient-derived organoids are a promising platform to recapitulate key aspects of disease states, and to facilitate drug development for precision medicine. Here, we report an efficient antisense-oligonucleotide (ASO) lipofection method to systematically evaluate and screen individual splicing events as therapeutic targets in pancreatic ductal adenocarcinoma organoids. This optimized delivery method allows fast and efficient screening of ASOs, e.g., those that reverse oncogenic alternative splicing. In combination with advances in chemical modifications of oligonucleotides and ASO-delivery strategies, this method has the potential to accelerate the discovery of antitumor ASO drugs that target pathological alternative splicing.
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Affiliation(s)
- Ledong Wan
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, USA
- Stony Brook University, Stony Brook, New York, USA
| | - Alexander J Kral
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, USA
- Stony Brook University, Stony Brook, New York, USA
| | - Dillon Voss
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, USA
- Stony Brook University, Stony Brook, New York, USA
| | - Balázs Schäfer
- Department of Biochemistry, University of Colorado, Boulder, Colorado, USA
| | | | - Mathias Danielsen
- Department of Biochemistry, University of Colorado, Boulder, Colorado, USA
| | - Marvin H Caruthers
- Department of Biochemistry, University of Colorado, Boulder, Colorado, USA
| | - Adrian R Krainer
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, USA
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4
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Fei Q, Jin K, Shi S, Li T, Guo D, Lin M, Yu X, Wu W, Ye L. Suppression of pancreatic cancer proliferation through TXNIP-mediated inhibition of the MAPK signaling pathway. Acta Biochim Biophys Sin (Shanghai) 2024; 56:513-524. [PMID: 38229544 PMCID: PMC11094629 DOI: 10.3724/abbs.2023286] [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: 08/17/2023] [Accepted: 11/21/2023] [Indexed: 01/18/2024] Open
Abstract
Thioredoxin-interacting protein (TXNIP) is a crucial thioredoxin-binding protein that is recognized as a tumor suppressor in diverse malignancies, such as breast cancer, lung cancer, hepatocellular carcinoma, and thyroid cancer. However, the specific role and molecular mechanisms of TXNIP in the pathogenesis and progression of pancreatic cancer cells have not been determined. In this study, we investigate the relationship between TXNIP expression and overall survival prognosis in pancreatic cancer patients. Mechanistic studies are conducted to reveal the role of TXNIP in pancreatic cancer cell proliferation, migration, and regulation during malignancy. Our findings indicate that patients with high TXNIP expression have a more favorable prognosis. In vitro experiments with pancreatic cell lines show that overexpression of TXNIP suppresses the proliferation and migration of pancreatic cancer cells. Furthermore, we find that TXNIP inhibits the activation of the MAPK signaling pathway, thereby decreasing the malignant potential of pancreatic cancer. In conclusion, our study reveals TXNIP as a promising new predictive marker and therapeutic target for pancreatic cancer.
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Affiliation(s)
- Qinglin Fei
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Kaizhou Jin
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Saimeng Shi
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Tianjiao Li
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Duancheng Guo
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Mengxiong Lin
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Xianjun Yu
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Weiding Wu
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
| | - Longyun Ye
- Department of Pancreatic SurgeryFudan University Shanghai Cancer CenterShanghai200032China
- Department of OncologyShanghai Medical CollegeFudan UniversityShanghai200032China
- Shanghai Pancreatic Cancer InstituteShanghai200032China
- Pancreatic Cancer InstituteFudan UniversityShanghai200032China
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5
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Wang X, Liu Y, Mo Y, Tan N, Huang W, Feng Y, Jiang L. Editorial: Transcriptional and posttranscriptional homeostasis in inflammation and inflammatory diseases. Front Immunol 2024; 15:1391199. [PMID: 38510245 PMCID: PMC10951382 DOI: 10.3389/fimmu.2024.1391199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Accepted: 02/26/2024] [Indexed: 03/22/2024] Open
Affiliation(s)
- Xinyi Wang
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Guangzhou, China
| | - Yaoxin Liu
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Guangzhou, China
| | - Yuanxi Mo
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Guangzhou, China
| | - Ning Tan
- Department of Cardiology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
| | - Wei Huang
- Heart, Lung and Vascular Institute, Department of Internal Medicine, Division of Cardiovascular Health and Disease, University of Cincinnati, Cincinnati, OH, United States
| | - Yuliang Feng
- Department of Pharmacology, School of Medicine, Southern University of Science and Technology, Guangdong, China
| | - Lei Jiang
- Department of Cardiology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
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Tao Y, Zhang Q, Wang H, Yang X, Mu H. Alternative splicing and related RNA binding proteins in human health and disease. Signal Transduct Target Ther 2024; 9:26. [PMID: 38302461 PMCID: PMC10835012 DOI: 10.1038/s41392-024-01734-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 12/18/2023] [Accepted: 12/27/2023] [Indexed: 02/03/2024] Open
Abstract
Alternative splicing (AS) serves as a pivotal mechanism in transcriptional regulation, engendering transcript diversity, and modifications in protein structure and functionality. Across varying tissues, developmental stages, or under specific conditions, AS gives rise to distinct splice isoforms. This implies that these isoforms possess unique temporal and spatial roles, thereby associating AS with standard biological activities and diseases. Among these, AS-related RNA-binding proteins (RBPs) play an instrumental role in regulating alternative splicing events. Under physiological conditions, the diversity of proteins mediated by AS influences the structure, function, interaction, and localization of proteins, thereby participating in the differentiation and development of an array of tissues and organs. Under pathological conditions, alterations in AS are linked with various diseases, particularly cancer. These changes can lead to modifications in gene splicing patterns, culminating in changes or loss of protein functionality. For instance, in cancer, abnormalities in AS and RBPs may result in aberrant expression of cancer-associated genes, thereby promoting the onset and progression of tumors. AS and RBPs are also associated with numerous neurodegenerative diseases and autoimmune diseases. Consequently, the study of AS across different tissues holds significant value. This review provides a detailed account of the recent advancements in the study of alternative splicing and AS-related RNA-binding proteins in tissue development and diseases, which aids in deepening the understanding of gene expression complexity and offers new insights and methodologies for precision medicine.
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Affiliation(s)
- Yining Tao
- Department of Orthopedics, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 200000, Shanghai, China
- Shanghai Bone Tumor Institution, 200000, Shanghai, China
| | - Qi Zhang
- Department of Biochemistry and Molecular Cell Biology, Shanghai Key Laboratory for Tumor Microenvironment and Inflammation, Shanghai Jiao Tong University School of Medicine, 200000, Shanghai, China
| | - Haoyu Wang
- Department of Orthopedics, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 200000, Shanghai, China
- Shanghai Bone Tumor Institution, 200000, Shanghai, China
| | - Xiyu Yang
- Department of Orthopedics, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 200000, Shanghai, China
- Shanghai Bone Tumor Institution, 200000, Shanghai, China
| | - Haoran Mu
- Department of Orthopedics, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 200000, Shanghai, China.
- Shanghai Bone Tumor Institution, 200000, Shanghai, China.
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Li G, Mahajan S, Ma S, Jeffery ED, Zhang X, Bhattacharjee A, Venkatasubramanian M, Weirauch MT, Miraldi ER, Grimes HL, Sheynkman GM, Tilburgs T, Salomonis N. Splicing neoantigen discovery with SNAF reveals shared targets for cancer immunotherapy. Sci Transl Med 2024; 16:eade2886. [PMID: 38232136 DOI: 10.1126/scitranslmed.ade2886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 12/13/2023] [Indexed: 01/19/2024]
Abstract
Immunotherapy has emerged as a crucial strategy to combat cancer by "reprogramming" a patient's own immune system. Although immunotherapy is typically reserved for patients with a high mutational burden, neoantigens produced from posttranscriptional regulation may provide an untapped reservoir of common immunogenic targets for new targeted therapies. To comprehensively define tumor-specific and likely immunogenic neoantigens from patient RNA-Seq, we developed Splicing Neo Antigen Finder (SNAF), an easy-to-use and open-source computational workflow to predict splicing-derived immunogenic MHC-bound peptides (T cell antigen) and unannotated transmembrane proteins with altered extracellular epitopes (B cell antigen). This workflow uses a highly accurate deep learning strategy for immunogenicity prediction (DeepImmuno) in conjunction with new algorithms to rank the tumor specificity of neoantigens (BayesTS) and to predict regulators of mis-splicing (RNA-SPRINT). T cell antigens from SNAF were frequently evidenced as HLA-presented peptides from mass spectrometry (MS) and predict response to immunotherapy in melanoma. Splicing neoantigen burden was attributed to coordinated splicing factor dysregulation. Shared splicing neoantigens were found in up to 90% of patients with melanoma, correlated to overall survival in multiple cancer cohorts, induced T cell reactivity, and were characterized by distinct cells of origin and amino acid preferences. In addition to T cell neoantigens, our B cell focused pipeline (SNAF-B) identified a new class of tumor-specific extracellular neoepitopes, which we termed ExNeoEpitopes. ExNeoEpitope full-length mRNA predictions were tumor specific and were validated using long-read isoform sequencing and in vitro transmembrane localization assays. Therefore, our systematic identification of splicing neoantigens revealed potential shared targets for therapy in heterogeneous cancers.
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Affiliation(s)
- Guangyuan Li
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Biomedical Informatics, College of Medicine, University of Cincinnati, Cincinnati, OH 45267, USA
| | - Shweta Mahajan
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Siyuan Ma
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Erin D Jeffery
- Department of Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA 22903, USA
| | - Xuan Zhang
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Anukana Bhattacharjee
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Meenakshi Venkatasubramanian
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Computer Science, University of Cincinnati, Cincinnati, OH 45229, USA
| | - Matthew T Weirauch
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Center for Autoimmune Genomics and Etiology, Cincinnati Children's Hospital, Cincinnati, OH 45229, USA
- Division of Human Genetics, Cincinnati Children's Hospital, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Emily R Miraldi
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - H Leighton Grimes
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Gloria M Sheynkman
- Department of Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA 22903, USA
| | - Tamara Tilburgs
- Division of Immunobiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Nathan Salomonis
- Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Biomedical Informatics, College of Medicine, University of Cincinnati, Cincinnati, OH 45267, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
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8
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Chen B, Yu P, Chan WN, Xie F, Zhang Y, Liang L, Leung KT, Lo KW, Yu J, Tse GMK, Kang W, To KF. Cellular zinc metabolism and zinc signaling: from biological functions to diseases and therapeutic targets. Signal Transduct Target Ther 2024; 9:6. [PMID: 38169461 PMCID: PMC10761908 DOI: 10.1038/s41392-023-01679-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 09/15/2023] [Accepted: 10/10/2023] [Indexed: 01/05/2024] Open
Abstract
Zinc metabolism at the cellular level is critical for many biological processes in the body. A key observation is the disruption of cellular homeostasis, often coinciding with disease progression. As an essential factor in maintaining cellular equilibrium, cellular zinc has been increasingly spotlighted in the context of disease development. Extensive research suggests zinc's involvement in promoting malignancy and invasion in cancer cells, despite its low tissue concentration. This has led to a growing body of literature investigating zinc's cellular metabolism, particularly the functions of zinc transporters and storage mechanisms during cancer progression. Zinc transportation is under the control of two major transporter families: SLC30 (ZnT) for the excretion of zinc and SLC39 (ZIP) for the zinc intake. Additionally, the storage of this essential element is predominantly mediated by metallothioneins (MTs). This review consolidates knowledge on the critical functions of cellular zinc signaling and underscores potential molecular pathways linking zinc metabolism to disease progression, with a special focus on cancer. We also compile a summary of clinical trials involving zinc ions. Given the main localization of zinc transporters at the cell membrane, the potential for targeted therapies, including small molecules and monoclonal antibodies, offers promising avenues for future exploration.
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Affiliation(s)
- Bonan Chen
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
- CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - Peiyao Yu
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, China
| | - Wai Nok Chan
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
- CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - Fuda Xie
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
- CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - Yigan Zhang
- Institute of Biomedical Research, Taihe Hospital, Hubei University of Medicine, Shiyan, China
| | - Li Liang
- Department of Pathology, Nanfang Hospital and Basic Medical College, Southern Medical University, Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, China
| | - Kam Tong Leung
- Department of Pediatrics, The Chinese University of Hong Kong, Hong Kong, China
| | - Kwok Wai Lo
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Jun Yu
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Gary M K Tse
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Wei Kang
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China.
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China.
- CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China.
| | - Ka Fai To
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China.
- State Key Laboratory of Digestive Disease, Institute of Digestive Disease, The Chinese University of Hong Kong, Hong Kong, China.
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