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Ma W, Tang W, Kwok JS, Tong AH, Lo CW, Chu AT, Chung BH. A review on trends in development and translation of omics signatures in cancer. Comput Struct Biotechnol J 2024; 23:954-971. [PMID: 38385061 PMCID: PMC10879706 DOI: 10.1016/j.csbj.2024.01.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 01/31/2024] [Accepted: 01/31/2024] [Indexed: 02/23/2024] Open
Abstract
The field of cancer genomics and transcriptomics has evolved from targeted profiling to swift sequencing of individual tumor genome and transcriptome. The steady growth in genome, epigenome, and transcriptome datasets on a genome-wide scale has significantly increased our capability in capturing signatures that represent both the intrinsic and extrinsic biological features of tumors. These biological differences can help in precise molecular subtyping of cancer, predicting tumor progression, metastatic potential, and resistance to therapeutic agents. In this review, we summarized the current development of genomic, methylomic, transcriptomic, proteomic and metabolic signatures in the field of cancer research and highlighted their potentials in clinical applications to improve diagnosis, prognosis, and treatment decision in cancer patients.
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Affiliation(s)
- Wei Ma
- Hong Kong Genome Institute, Hong Kong, China
| | - Wenshu Tang
- Hong Kong Genome Institute, Hong Kong, China
| | | | | | | | | | - Brian H.Y. Chung
- Hong Kong Genome Institute, Hong Kong, China
- Department of Pediatrics and Adolescent Medicine, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Hong Kong Genome Project
- Hong Kong Genome Institute, Hong Kong, China
- Department of Pediatrics and Adolescent Medicine, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong, China
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2
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Hwang J, Lee Y, Yoo SK, Kim JI. Image-based deep learning model using DNA methylation data predicts the origin of cancer of unknown primary. Neoplasia 2024; 55:101021. [PMID: 38943996 PMCID: PMC11261876 DOI: 10.1016/j.neo.2024.101021] [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: 04/30/2024] [Accepted: 06/24/2024] [Indexed: 07/01/2024]
Abstract
Cancer of unknown primary (CUP) is a rare type of metastatic cancer in which the origin of the tumor is unknown. Since the treatment strategy for patients with metastatic tumors depends on knowing the primary site, accurate identification of the origin site is important. Here, we developed an image-based deep-learning model that utilizes a vision transformer algorithm for predicting the origin of CUP. Using DNA methylation dataset of 8,233 primary tumors from The Cancer Genome Atlas (TCGA), we categorized 29 cancer types into 18 organ classes and extracted 2,312 differentially methylated CpG sites (DMCs) from non-squamous cancer group and 420 DMCs from squamous cell cancer group. Using these DMCs, we created organ-specific DNA methylation images and used them for model training and testing. Model performance was evaluated using 394 metastatic cancer samples from TCGA (TCGA-meta) and 995 samples (693 primary and 302 metastatic cancers) obtained from 20 independent external studies. We identified that the DNA methylation image reveals a distinct pattern based on the origin of cancer. Our model achieved an overall accuracy of 96.95 % in the TCGA-meta dataset. In the external validation datasets, our classifier achieved overall accuracies of 96.39 % and 94.37 % in primary and metastatic tumors, respectively. Especially, the overall accuracies for both primary and metastatic samples of non-squamous cell cancer were exceptionally high, with 96.79 % and 96.85 %, respectively.
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Affiliation(s)
- Jinha Hwang
- Department of Laboratory Medicine, Korea University Anam Hospital, Seoul, the Republic of Korea
| | - Yeajina Lee
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, the Republic of Korea; Genomic Medicine Institute, Medical Research Center, Seoul National University, Seoul, the Republic of Korea
| | - Seong-Keun Yoo
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Oncological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
| | - Jong-Il Kim
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, the Republic of Korea; Genomic Medicine Institute, Medical Research Center, Seoul National University, Seoul, the Republic of Korea.
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3
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Zhou W, He DD, Zhang K, Liu N, Li Y, Han W, Zhou W, Li M, Zhang S, Huang H, Yu C. A perylene diimide probe for NIR-II fluorescence imaging guided photothermal and type I/type II photodynamic synergistic therapy. Biosens Bioelectron 2024; 259:116424. [PMID: 38801792 DOI: 10.1016/j.bios.2024.116424] [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: 01/30/2024] [Revised: 04/11/2024] [Accepted: 05/23/2024] [Indexed: 05/29/2024]
Abstract
Phototherapy has garnered significant attention in the past decade. Photothermal and photodynamic synergistic therapy combined with NIR fluorescence imaging has been one of the most attractive treatment options because of the deep tissue penetration, high selectivity and excellent therapeutic effect. Benefiting from the superb photometrics and ease of modification, perylene diimide (PDI) and its derivatives have been employed as sensing probes and therapeutic agents in the biological and biomedical research fields, and exhibiting excellent potential. Herein, we reported the development of a novel organic small-molecule phototherapeutic agent, PDI-TN. The absorption of PDI-TN extends into the NIR region, which provides feasibility for NIR phototherapy. PDI-TN overcomes the traditional Aggregation-Caused Quenching (ACQ) effect and exhibits typical characteristics of Aggregation-Induced Emission (AIE). Subsequently, PDI-TN NPs were obtained by using an amphiphilic triblock copolymer F127 to encapsulate PDI-TN. Interestingly, the PDI-TN NPs not only exhibit satisfactory photothermal effects, but also can generate O2•- and 1O2 through type I and type II pathways, respectively. Additionally, the PDI-TN NPs emit strong fluorescence in the NIR-II region, and show outstanding therapeutic potential for in vivo NIR-II fluorescence imaging. To our knowledge, PDI-TN is the first PDI derivative used for NIR-II fluorescence imaging-guided photodynamic and photothermal synergistic therapy, which suggests excellent potential for future biological/biomedical applications.
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Affiliation(s)
- Wei Zhou
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China; University of Science and Technology of China, Hefei, 230026, PR China
| | - Di Demi He
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China.
| | - Kaixin Zhang
- Department of Applied Physics, The Hong Kong Polytechnic University, Hong Kong, 999077, PR China
| | - Ning Liu
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China
| | - Ying Li
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China
| | - Wenzhao Han
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China
| | - Weiping Zhou
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China; University of Science and Technology of China, Hefei, 230026, PR China
| | - Mengyao Li
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China; University of Science and Technology of China, Hefei, 230026, PR China
| | - Siyu Zhang
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China; University of Science and Technology of China, Hefei, 230026, PR China
| | - Haitao Huang
- Department of Applied Physics, The Hong Kong Polytechnic University, Hong Kong, 999077, PR China
| | - Cong Yu
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun, 130022, PR China; University of Science and Technology of China, Hefei, 230026, PR China.
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4
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Brown GW. The cytidine deaminase APOBEC3C has unique sequence and genome feature preferences. Genetics 2024; 227:iyae092. [PMID: 38946641 DOI: 10.1093/genetics/iyae092] [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: 01/17/2024] [Accepted: 05/22/2024] [Indexed: 07/02/2024] Open
Abstract
APOBEC proteins are cytidine deaminases that restrict the replication of viruses and transposable elements. Several members of the APOBEC3 family, APOBEC3A, APOBEC3B, and APOBEC3H-I, can access the nucleus and cause what is thought to be indiscriminate deamination of the genome, resulting in mutagenesis and genome instability. Although APOBEC3C is also present in the nucleus, the full scope of its deamination target preferences is unknown. By expressing human APOBEC3C in a yeast model system, I have defined the APOBEC3C mutation signature, as well as the preferred genome features of APOBEC3C targets. The APOBEC3C mutation signature is distinct from those of the known cancer genome mutators APOBEC3A and APOBEC3B. APOBEC3C produces DNA strand-coordinated mutation clusters, and APOBEC3C mutations are enriched near the transcription start sites of active genes. Surprisingly, APOBEC3C lacks the bias for the lagging strand of DNA replication that is seen for APOBEC3A and APOBEC3B. The unique preferences of APOBEC3C constitute a mutation profile that will be useful in defining sites of APOBEC3C mutagenesis in human genomes.
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Affiliation(s)
- Grant W Brown
- Department of Biochemistry, University of Toronto, 1 King's College Circle, Toronto, ON, Canada M5S 1A8
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON, Canada M5S 3E1
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5
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Bhushan V, Nita-Lazar A. Recent Advancements in Subcellular Proteomics: Growing Impact of Organellar Protein Niches on the Understanding of Cell Biology. J Proteome Res 2024; 23:2700-2722. [PMID: 38451675 PMCID: PMC11296931 DOI: 10.1021/acs.jproteome.3c00839] [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] [Indexed: 03/08/2024]
Abstract
The mammalian cell is a complex entity, with membrane-bound and membrane-less organelles playing vital roles in regulating cellular homeostasis. Organellar protein niches drive discrete biological processes and cell functions, thus maintaining cell equilibrium. Cellular processes such as signaling, growth, proliferation, motility, and programmed cell death require dynamic protein movements between cell compartments. Aberrant protein localization is associated with a wide range of diseases. Therefore, analyzing the subcellular proteome of the cell can provide a comprehensive overview of cellular biology. With recent advancements in mass spectrometry, imaging technology, computational tools, and deep machine learning algorithms, studies pertaining to subcellular protein localization and their dynamic distributions are gaining momentum. These studies reveal changing interaction networks because of "moonlighting proteins" and serve as a discovery tool for disease network mechanisms. Consequently, this review aims to provide a comprehensive repository for recent advancements in subcellular proteomics subcontexting methods, challenges, and future perspectives for method developers. In summary, subcellular proteomics is crucial to the understanding of the fundamental cellular mechanisms and the associated diseases.
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Affiliation(s)
- Vanya Bhushan
- Functional Cellular Networks Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Aleksandra Nita-Lazar
- Functional Cellular Networks Section, Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland 20892, United States
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6
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Fingerman DF, O'Leary DR, Hansen AR, Tran T, Harris BR, DeWeerd RA, Hayer KE, Fan J, Chen E, Tennakoon M, Meroni A, Szeto JH, Devenport J, LaVigne D, Weitzman MD, Shalem O, Bednarski J, Vindigni A, Zhao X, Green AM. The SMC5/6 complex prevents genotoxicity upon APOBEC3A-mediated replication stress. EMBO J 2024; 43:3240-3255. [PMID: 38886582 PMCID: PMC11294446 DOI: 10.1038/s44318-024-00137-x] [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: 01/22/2024] [Revised: 05/09/2024] [Accepted: 05/17/2024] [Indexed: 06/20/2024] Open
Abstract
Mutational patterns caused by APOBEC3 cytidine deaminase activity are evident throughout human cancer genomes. In particular, the APOBEC3A family member is a potent genotoxin that causes substantial DNA damage in experimental systems and human tumors. However, the mechanisms that ensure genome stability in cells with active APOBEC3A are unknown. Through an unbiased genome-wide screen, we define the Structural Maintenance of Chromosomes 5/6 (SMC5/6) complex as essential for cell viability when APOBEC3A is active. We observe an absence of APOBEC3A mutagenesis in human tumors with SMC5/6 dysfunction, consistent with synthetic lethality. Cancer cells depleted of SMC5/6 incur substantial genome damage from APOBEC3A activity during DNA replication. Further, APOBEC3A activity results in replication tract lengthening which is dependent on PrimPol, consistent with re-initiation of DNA synthesis downstream of APOBEC3A-induced lesions. Loss of SMC5/6 abrogates elongated replication tracts and increases DNA breaks upon APOBEC3A activity. Our findings indicate that replication fork lengthening reflects a DNA damage response to APOBEC3A activity that promotes genome stability in an SMC5/6-dependent manner. Therefore, SMC5/6 presents a potential therapeutic vulnerability in tumors with active APOBEC3A.
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Affiliation(s)
- Dylan F Fingerman
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - David R O'Leary
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Ava R Hansen
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
- Drexel University College of Medicine, Philadelphia, PA, USA
| | - Thi Tran
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Brooke R Harris
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Rachel A DeWeerd
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Katharina E Hayer
- Division of Cancer Pathobiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jiayi Fan
- Molecular Biology Program, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Emily Chen
- Molecular Biology Program, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- School of Agriculture and Life Sciences, Cornell University, Ithaca, NY, USA
| | - Mithila Tennakoon
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Alice Meroni
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Julia H Szeto
- Division of Cancer Pathobiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jessica Devenport
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Danielle LaVigne
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Matthew D Weitzman
- Division of Cancer Pathobiology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ophir Shalem
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jeffrey Bednarski
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Alessandro Vindigni
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Xiaolan Zhao
- Molecular Biology Program, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Abby M Green
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.
- Center for Genome Integrity, Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.
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7
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Linscott JA, Miyagi H, Murthy PB, Yao S, Grass GD, Vosoughi A, Xu H, Wang X, Yu X, Yu A, Zemp L, Gilbert SM, Poch MA, Sexton WJ, Spiess PE, Li R. From Detection to Cure - Emerging Roles for Urinary Tumor DNA (utDNA) in Bladder Cancer. Curr Oncol Rep 2024; 26:945-958. [PMID: 38837106 DOI: 10.1007/s11912-024-01555-0] [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] [Accepted: 05/20/2024] [Indexed: 06/06/2024]
Abstract
PURPOSE OF REVIEW This review sought to define the emerging roles of urinary tumor DNA (utDNA) for diagnosis, monitoring, and treatment of bladder cancer. Building from early landmark studies the focus is on recent studies, highlighting how utDNA could aid personalized care. RECENT FINDINGS Recent research underscores the potential for utDNA to be the premiere biomarker in bladder cancer due to the constant interface between urine and tumor. Many studies find utDNA to be more informative than other biomarkers in bladder cancer, especially in early stages of disease. Points of emphasis include superior sensitivity over traditional urine cytology, broad genomic and epigenetic insights, and the potential for non-invasive, real-time analysis of tumor biology. utDNA shows promise for improving all phases of bladder cancer care, paving the way for personalized treatment strategies. Building from current research, future comprehensive clinical trials will validate utDNA's clinical utility, potentially revolutionizing bladder cancer management.
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Affiliation(s)
- Joshua A Linscott
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA.
| | - Hiroko Miyagi
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Prithvi B Murthy
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Sijie Yao
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - G Daniel Grass
- Department of Radiation Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Aram Vosoughi
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Hongzhi Xu
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Xuefeng Wang
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Xiaoqing Yu
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Alice Yu
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Logan Zemp
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Scott M Gilbert
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Michael A Poch
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Wade J Sexton
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Philippe E Spiess
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Roger Li
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA
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8
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Koll FJ, Weers L, Weigert A, Banek S, Köllermann J, Kluth L, Wenzel M, Cano Garcia C, Szarvas T, Wessolly M, Ingenwerth M, Jeroch J, Döring C, Chun FKH, Wild PJ, Reis H. Histopathological, Molecular and Clinical Profiling of Lymphoepithelioma-Like Carcinoma of the Bladder (LELC-B). Mod Pathol 2024:100588. [PMID: 39097190 DOI: 10.1016/j.modpat.2024.100588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 07/01/2024] [Accepted: 07/22/2024] [Indexed: 08/05/2024]
Abstract
Lymphoepithelioma-like urothelial carcinoma of the urinary bladder (LELC-B) is a rare histologic subtype characterized by strong immune cell infiltrates. A better prognosis and favorable response rates to immune-checkpoint inhibitors (ICI) have been described. We aimed to characterize the molecular profiles and immune cell infiltration of LELC-B for a better understanding and its therapeutic implications. We identified eleven muscle-invasive bladder cancer cases with pure and mixed LELC-B. PD-L1 expression and mismatch-repair (MMR) proteins were evaluated using immunohistochemistry. We calculated the tumor-mutational burden (TMB) and characterized mutational profiles using whole exome DNA-sequencing data. Transcriptomic signatures were detected using the NanoString nCounter PanCancer IO360 panel. Multiplex immunofluorescence of tumor microenvironment (PD-L1, PanCK, aSMA, Vimentin, CD45, Ki67) and T-cells (CD4, CD3, PD-1, CD163, CD8, FoxP3) was used to quantify cell populations. All LELC-B cases were highly positive for PD-L1 (median TPS/TC 70%; range 20-100; median CPS 100; range 50-100), MMR-proficient and negative for Epstein-Barr virus infection. Immune cell infiltrates were characterized by high CD8+ T-cell count and high PD-1/PD-L1 expression on immune and tumor cells. LELC-B showed upregulation of signaling pathways involved in immune cell response. Most common mutations were found in chromatin remodeling genes causing epigenetic dysregulation. All LELC-B cases showed high TMB of 39 Mut/Mb (IQR 29-66). In conclusion, LELC-B is a highly immunogenic tumor, showing strong upregulation of PD1/PD-L1 and making ICI a promising treatment option.
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Affiliation(s)
- Florestan J Koll
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany.
| | - Lillian Weers
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Andreas Weigert
- Institute of Biochemistry I, Faculty of Medicine, Goethe-University Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Severine Banek
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Jens Köllermann
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Luis Kluth
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Mike Wenzel
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Cristina Cano Garcia
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Tibor Szarvas
- Department of Urology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany; Department of Urology, Semmelweis University Budapest, Budapest, Hungary
| | - Michael Wessolly
- Institute of Pathology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Marc Ingenwerth
- Institute of Pathology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Jan Jeroch
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Claudia Döring
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Felix K-H Chun
- Department of Urology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Peter J Wild
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
| | - Henning Reis
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany.
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9
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Hwang HW, Shin HT, An HY, Byun JW. Genomic progression for local invasion of cutaneous squamous cell carcinoma from the superficial to the deep portion. Int J Cancer 2024; 155:532-544. [PMID: 38739001 DOI: 10.1002/ijc.34952] [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: 10/05/2023] [Revised: 02/29/2024] [Accepted: 03/19/2024] [Indexed: 05/14/2024]
Abstract
Cutaneous squamous cell carcinoma (cSCC) is the second most common skin cancer. While many treatments exist, our understanding of its genomic progression, especially from the epidermis to the deep dermis, remains limited. This study aims to identify genetic mutations associated with the progression of cSCC into the deep dermis, providing insights into its aggressive behavior and high-risk features. We performed high-depth whole-exome sequencing on 12 cSCC tissues, along with paired normal tissues from six patients, using microdissection techniques. The mutational analysis focused on identifying alterations enriched during cSCC progression. Gene Ontology enrichment analysis, immunohistochemical assays, and external single-cell RNA data were utilized for validation. A total of 8863 non-synonymous somatic mutations were identified in 4092 genes across the superficial and deep portions of cSCCs. Analysis of deep portion mutations revealed a significant correlation with gene ontology biological processes, particularly cell junction organization, and cell-cell adhesion. Clonal mutations in these processes were more prevalent in the deep portions, indicating their impact on the cSCC mutation landscape. Genetic evolution analysis identified 29 causal genes associated with dermal invasion in cSCC. We highlight somatic mutations in cSCC, revealing heterogeneity between superficial and deep regions. Altered genes in cell junction organization and cell-cell adhesion emerged as pivotal in dermal invasion. We identified 29 causal genes primarily in deep tumor regions. Our findings emphasize analyzing multiple tumor regions to capture varied mutational landscapes. These insights advance our understanding of cSCC progression, emphasizing genetic and cellular changes during tumor evolution.
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Affiliation(s)
- Hye Won Hwang
- Department of Dermatology, Inha University School of Medicine, Incheon, Republic of Korea
| | - Hyun-Tae Shin
- Department of Dermatology, Inha University School of Medicine, Incheon, Republic of Korea
- Research Center for Controlling Intercellular Communication (RCIC), Inha University School of Medicine, Incheon, Republic of Korea
| | - Hye Young An
- Department of Dermatology, Inha University School of Medicine, Incheon, Republic of Korea
| | - Ji Won Byun
- Department of Dermatology, Inha University School of Medicine, Incheon, Republic of Korea
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10
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Bertoli RM, Chung YJ, Difilippantonio MJ, Wokasch A, Marasco MR, Klimaszewski H, Gammell S, Zhu YJ, Walker RL, Cao D, Khanna A, Walter MJ, Doroshow JH, Meltzer PS, Aplan PD. The DNA Methyltransferase Inhibitor 5-Aza-4'-thio-2'-Deoxycytidine Induces C>G Transversions and Acute Lymphoid Leukemia Development. Cancer Res 2024; 84:2518-2532. [PMID: 38832931 PMCID: PMC11293964 DOI: 10.1158/0008-5472.can-23-2785] [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: 09/12/2023] [Revised: 03/04/2024] [Accepted: 05/31/2024] [Indexed: 06/06/2024]
Abstract
DNA methyltransferase inhibitors (DNMTi), most commonly cytidine analogs, are compounds that decrease 5'-cytosine methylation. DNMTi are used clinically based on the hypothesis that cytosine demethylation will lead to re-expression of tumor suppressor genes. 5-Aza-4'-thio-2'-deoxycytidine (Aza-TdCyd or ATC) is a recently described thiol-substituted DNMTi that has been shown to have anti-tumor activity in solid tumor models. In this study, we investigated the therapeutic potential of ATC in a murine transplantation model of myelodysplastic syndrome. ATC treatment led to the transformation of transplanted wild-type bone marrow nucleated cells into lymphoid leukemia, and healthy mice treated with ATC also developed lymphoid leukemia. Whole-exome sequencing revealed 1,000 acquired mutations, almost all of which were C>G transversions in a specific 5'-NCG-3' context. These mutations involved dozens of genes involved in human lymphoid leukemia, such as Notch1, Pten, Pax5, Trp53, and Nf1. Human cells treated in vitro with ATC showed 1,000 acquired C>G transversions in a similar context. Deletion of Dck, the rate-limiting enzyme for the cytidine salvage pathway, eliminated C>G transversions. Taken together, these findings demonstrate a highly penetrant mutagenic and leukemogenic phenotype associated with ATC. Significance: Treatment with a DNA methyltransferase inhibitor generates a distinct mutation signature and triggers leukemic transformation, which has important implications for the research and clinical applications of these inhibitors.
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Affiliation(s)
- Ryan M. Bertoli
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Yang Jo Chung
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Michael J. Difilippantonio
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Anthony Wokasch
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Madison R.B. Marasco
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Haley Klimaszewski
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Susannah Gammell
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Yuelin J. Zhu
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Robert L. Walker
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Dengchao Cao
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Ajay Khanna
- Department of Medicine, Division of Oncology, Washington University School of Medicine, St Louis, MO, USA
| | - Matthew J. Walter
- Department of Medicine, Division of Oncology, Washington University School of Medicine, St Louis, MO, USA
| | - James H. Doroshow
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Paul S. Meltzer
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Peter D. Aplan
- Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Myeloid Malignancies Program, National Institutes of Health, Bethesda, MD
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11
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Yu Z, Coorens THH, Uddin MM, Ardlie KG, Lennon N, Natarajan P. Genetic variation across and within individuals. Nat Rev Genet 2024; 25:548-562. [PMID: 38548833 DOI: 10.1038/s41576-024-00709-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/09/2024] [Indexed: 04/12/2024]
Abstract
Germline variation and somatic mutation are intricately connected and together shape human traits and disease risks. Germline variants are present from conception, but they vary between individuals and accumulate over generations. By contrast, somatic mutations accumulate throughout life in a mosaic manner within an individual due to intrinsic and extrinsic sources of mutations and selection pressures acting on cells. Recent advancements, such as improved detection methods and increased resources for association studies, have drastically expanded our ability to investigate germline and somatic genetic variation and compare underlying mutational processes. A better understanding of the similarities and differences in the types, rates and patterns of germline and somatic variants, as well as their interplay, will help elucidate the mechanisms underlying their distinct yet interlinked roles in human health and biology.
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Affiliation(s)
- Zhi Yu
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | - Md Mesbah Uddin
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | - Niall Lennon
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Pradeep Natarajan
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
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12
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Szarvas T, Reis H. Beyond driver mutations: exploring the landscape of mutational signatures in adenocarcinomas of the bladder †. J Pathol 2024; 263:400-402. [PMID: 38847022 DOI: 10.1002/path.6300] [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: 04/13/2024] [Revised: 04/25/2024] [Accepted: 04/30/2024] [Indexed: 07/09/2024]
Abstract
The emergence of mutational signatures in cancer research represents a paradigm shift, offering profound insights into tumor biology, therapeutic strategies, and risk assessment. A recent article published in The Journal of Pathology delves into the significance of mutational signatures, assessing their role as molecular fingerprints that illuminate the etiology of individual cancer cases. By deciphering the diverse patterns of DNA alterations, in the context of urachal and nonurachal bladder adenocarcinomas, researchers can unravel intrinsic and environmental risk factors shaping cancer development. The study highlighted a predominance of environmental risk factors in Chinese populations affected by bladder adenocarcinomas. In this context, in this commentary, we highlight some of the potential applications of molecular signatures in differential diagnosis and therapy prediction. As the field continues to evolve, a deeper understanding of mutational signatures promises to revolutionize precision oncology by offering personalized approaches informed by comprehensive mutational patterns of tumors. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Tibor Szarvas
- Department of Urology, University of Duisburg-Essen and German Cancer Consortium (DKTK), Essen, Germany
- Department of Urology, Semmelweis University, Budapest, Hungary
| | - Henning Reis
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Goethe University Frankfurt, Frankfurt, Germany
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13
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Fang A, Ugai T, Gurjao C, Zhong R, Liu Z, Zhang X, Wang P, Nowak J, Wang M, Giannakis M, Ogino S, Zhang X, Giovannucci E. Alcohol and colorectal cancer risk, subclassified by mutational signatures of DNA mismatch repair deficiency. J Natl Cancer Inst 2024; 116:1255-1263. [PMID: 38574386 DOI: 10.1093/jnci/djae078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 03/05/2024] [Accepted: 03/27/2024] [Indexed: 04/06/2024] Open
Abstract
BACKGROUND We examined whether the association between alcohol consumption and colorectal cancer (CRC) incidence was stronger for tumors with higher contributions of defective mismatch repair (dMMR)-related tumor mutational signatures. METHODS We used data from 227 916 men and women who participated in the Nurses' Health Study (1980-2016), the Nurses' Health Study II (1991-2017), and the Health Professionals Follow-Up Study (1986-2016). Dietary data were collected every 4 years through validated food frequency questionnaires. Relative contributions of 2 defective mismatch repair-related tumor mutational signatures with single-based substitutions (c-dMMRa/SBS15 and c-dMMRb/SBS26) were quantified using whole-exome sequencing data in a subset of incident CRC patients. Duplication-method Cox proportional hazards regression models were used to assess the association between alcohol consumption and the risk of CRC subtypes according to different contributions of the tumor mutational signatures. All statistical tests were 2-sided. RESULTS We documented 825 incident CRC patients with available tumor mutational signature data over 26 to 36 years of follow-up. The association between alcohol consumption and CRC incidence was stronger for tumors with higher contributions of c-dMMRb/SBS26 (Ptrend = .02 for heterogeneity) compared with tumors with lower contributions of this tumor mutational signature. Compared with nondrinkers, drinkers who imbibed 15 g/d or more of alcohol had a high risk of c-dMMRb/SBS26-high CRC (multivariable-adjusted hazard ratio = 2.43, 95% confidence interval = 1.55 to 3.82) but not c-dMMRb/SBS26-low CRC (multivariable-adjusted hazard ratio = 0.86, 95% confidence interval = 0.57 to 1.28) or c-dMMRb/SBS26-moderate CRC (multivariable-adjusted hazard ratio = 1.14, 95% confidence interval = 0.76 to 1.71). No significant differential associations were observed for c-dMMRa/SBS15 (Ptrend = .41 for heterogeneity). CONCLUSIONS High alcohol consumption was associated with an increased incidence of CRC containing higher contributions of c-dMMRb/SBS26, suggesting that alcohol consumption may be involved in colorectal carcinogenesis through the DNA mismatch repair pathway.
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Affiliation(s)
- Aiping Fang
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Tomotaka Ugai
- Program in Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Carino Gurjao
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Rong Zhong
- Program in Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology and Biostatistics and Ministry of Education Key Lab of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Zhenhua Liu
- Department of Nutrition, School of Public Health & Health Sciences, University of Massachusetts Amherst, Amherst, MA, USA
- Jean Mayer USDA Human Nutrition Research Center on Aging, Tufts University, Boston, MA, USA
| | - Xinyuan Zhang
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Peilu Wang
- Department of Nutrition and Food Hygiene, School of Public Health, Institute of Nutrition, Fudan University, Shanghai, China
| | - Jonathan Nowak
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Molin Wang
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Marios Giannakis
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Shuji Ogino
- Program in Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Xuehong Zhang
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Edward Giovannucci
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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14
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Martinek R, Lózsa R, Póti Á, Németh E, Várady G, Szabó P, Szüts D. Comprehensive investigation of the mutagenic potential of six pesticides classified by IARC as probably carcinogenic to humans. CHEMOSPHERE 2024; 362:142700. [PMID: 38936485 DOI: 10.1016/j.chemosphere.2024.142700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 06/13/2024] [Accepted: 06/23/2024] [Indexed: 06/29/2024]
Abstract
Pesticides are significant environmental pollutants, and many of them possess mutagenic potential, which is closely linked to carcinogenesis. Here we tested the mutagenicity of all six pesticides classified probably carcinogenic (Group 2A) by the International Agency of Research on Cancer: 4,4'-DDT, captafol, dieldrin, diazinon, glyphosate and malathion. Whole genome sequencing of TK6 human lymphoblastoid cell clones following 30-day exposure at subtoxic concentrations revealed a clear mutagenic effect of treatment with captafol or malathion when added at 200 nM or 100 μM initial concentrations, respectively. Each pesticide induced a specific base substitution mutational signature: captafol increased C to A mutations primarily, while malathion induced mostly C to T mutations. 4,4'-DDT, dieldrin, diazinon and glyphosate were not mutagenic. Whereas captafol induced chromosomal instability, H2A.X phosphorylation and cell cycle arrest in G2/M phase, all indicating DNA damage, malathion did not induce DNA damage markers or cell cycle alterations despite its mutagenic effect. Hypersensitivity of REV1 and XPA mutant DT40 chicken cell lines suggests that captafol induces DNA adducts that are bypassed by translesion DNA synthesis and are targets for nucleotide excision repair. The experimentally identified mutational signatures of captafol and malathion could shed light on the mechanism of action of these compounds. The signatures are potentially suitable for detecting past exposure in tumour samples, but the reanalysis of large cancer genome databases did not reveal any evidence of captafol or malathion exposure.
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Affiliation(s)
- Regina Martinek
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary; Doctoral School of Biology, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/C, Budapest, H-1117, Hungary.
| | - Rita Lózsa
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
| | - Ádám Póti
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
| | - Eszter Németh
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
| | - György Várady
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
| | - Pál Szabó
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
| | - Dávid Szüts
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Magyar Tudósok körútja 2, Budapest, H-1117, Hungary.
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15
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Lee D, Hua M, Wang D, Song L, Zhang T, Hua X, Yu K, Yang XR, Chanock SJ, Shi J, Landi MT, Zhu B. Pan-cancer mutational signature analysis of 111,711 targeted sequenced tumors using SATS. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2023.05.18.23290188. [PMID: 37425683 PMCID: PMC10327246 DOI: 10.1101/2023.05.18.23290188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Tumor mutational signatures are informative for cancer diagnosis and treatment. However, targeted sequencing, commonly used in clinical settings, lacks specialized analytical tools and a dedicated catalogue of mutational signatures. Here, we introduce SATS, a scalable mutational signature analyzer for targeted sequencing data. SATS leverages tumor mutational burdens to identify and quantify signatures in individual tumors, overcoming the challenges of sparse mutations and variable gene panels. Validations across simulated data, pseudo-targeted sequencing data, and matched whole-genome and targeted sequencing samples show that SATS can accurately detect common mutational signatures and estimate their burdens. Applying SATS to 111,711 tumors from the AACR Project GENIE, we created a pan-cancer mutational signature catalogue specific to targeted sequencing. We further validated signatures in lung, breast and colorectal cancers using an additional 16,774 independent samples. This signature catalogue is a valuable resource for estimating signature burdens in individual targeted sequenced tumors, facilitating the integration of mutational signatures with clinical data.
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16
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Shah OS, Nasrazadani A, Foldi J, Atkinson JM, Kleer CG, McAuliffe PF, Johnston TJ, Stallaert W, da Silva EM, Selenica P, Dopeso H, Pareja F, Mandelker D, Weigelt B, Reis-Filho JS, Bhargava R, Lucas PC, Lee AV, Oesterreich S. Spatial molecular profiling of mixed invasive ductal and lobular breast cancers reveals heterogeneity in intrinsic molecular subtypes, oncogenic signatures, and mutations. Proc Natl Acad Sci U S A 2024; 121:e2322068121. [PMID: 39042692 PMCID: PMC11295029 DOI: 10.1073/pnas.2322068121] [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: 12/28/2023] [Accepted: 06/13/2024] [Indexed: 07/25/2024] Open
Abstract
Mixed invasive ductal and lobular carcinoma (MDLC) is a rare histologic subtype of breast cancer displaying both E-cadherin positive ductal and E-cadherin negative lobular morphologies within the same tumor, posing challenges with regard to anticipated clinical management. It remains unclear whether these distinct morphologies also have distinct biology and risk of recurrence. Our spatially resolved transcriptomic, genomic, and single-cell profiling revealed clinically significant differences between ductal and lobular tumor regions including distinct intrinsic subtype heterogeneity - e.g., MDLC with triple-negative breast cancer (TNBC) or basal ductal and estrogen receptor positive (ER+) luminal lobular regions, distinct enrichment of cell cycle arrest/senescence and oncogenic (ER and MYC) signatures, genetic and epigenetic CDH1 inactivation in lobular but not ductal regions, and single-cell ductal and lobular subpopulations with unique oncogenic signatures further highlighting intraregional heterogeneity. Altogether, we demonstrated that the intratumoral morphological/histological heterogeneity within MDLC is underpinned by intrinsic subtype and oncogenic heterogeneity which may result in prognostic uncertainty and therapeutic dilemma.
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MESH Headings
- Humans
- Female
- Carcinoma, Lobular/genetics
- Carcinoma, Lobular/pathology
- Carcinoma, Lobular/metabolism
- Carcinoma, Ductal, Breast/genetics
- Carcinoma, Ductal, Breast/pathology
- Carcinoma, Ductal, Breast/metabolism
- Mutation
- Breast Neoplasms/genetics
- Breast Neoplasms/pathology
- Breast Neoplasms/metabolism
- Breast Neoplasms/classification
- Cadherins/genetics
- Cadherins/metabolism
- Gene Expression Regulation, Neoplastic
- Biomarkers, Tumor/genetics
- Biomarkers, Tumor/metabolism
- Triple Negative Breast Neoplasms/genetics
- Triple Negative Breast Neoplasms/pathology
- Triple Negative Breast Neoplasms/metabolism
- Transcriptome
- Gene Expression Profiling/methods
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Affiliation(s)
- Osama Shiraz Shah
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Integrative Systems Biology Program, University of Pittsburgh School of Medicine, PittsburghPA15260
| | - Azadeh Nasrazadani
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA15213
| | - Julia Foldi
- Division of Hematology-Oncology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA15260
| | - Jennifer M. Atkinson
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA15260
| | - Celina G. Kleer
- Department of Pathology and Rogel Cancer Center, University of Michigan, Ann Arbor, MI48109
| | - Priscilla F. McAuliffe
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Division of Surgical Oncology, Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA15232
| | - Tyler J. Johnston
- Department of Computational and Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA15213
| | - Wayne Stallaert
- Department of Computational and Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA15213
| | - Edaise M. da Silva
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Pier Selenica
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Higinio Dopeso
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Fresia Pareja
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Diana Mandelker
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Britta Weigelt
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Jorge S. Reis-Filho
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY10065
| | - Rohit Bhargava
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA15213
| | - Peter C. Lucas
- Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine and Science, Rochester, MN55902
| | - Adrian V. Lee
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA15260
| | - Steffi Oesterreich
- Womens Cancer Research Center at University of Pittsburgh Medical Center (UPMC) Hillman Cancer Center and Magee Women’s Research Institute, Pittsburgh, PA15213
- Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA15260
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17
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Mai N, Chen JF, Rana S, Robson M, Chandarlapaty S, Rosen EY. Pathologic complete response to KEYNOTE522 and HER2-directed therapy for synchronous TNBC and HER2+ breast cancer. NPJ Precis Oncol 2024; 8:162. [PMID: 39069534 DOI: 10.1038/s41698-024-00631-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 06/13/2024] [Indexed: 07/30/2024] Open
Abstract
Simultaneous presentation of two separate primary breast cancers of differing histology at initial diagnosis is an uncommon phenomenon; it is even rarer to find these pathologically distinct populations within the same biopsy. Here we report the case of a patient diagnosed with clearly demarcated, pathologically heterogenous triple negative breast cancer (TNBC) and HER2+ breast cancer that was treated with a hybrid chemoimmunotherapy regimen combining elements of Keynote-522 and a standard HER2-directed neoadjuvant regimen, yielding apathologic complete response by the time of surgery with no notable adverse events. Molecular analysis of the histologically distinct tumor populations confirmed molecular evidence of differential HER2 expression but also suggested clonal relatedness of the two tumor populations based upon mutational profile, with phenotypic divergence potentially resulting from copy number alterations in NF1. Overall, this case highlights a rare histologic phenomenon that was successfully treated by combining both TNBC and HER2 directed neoadjuvant therapies.
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Affiliation(s)
- Nicholas Mai
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jie-Fu Chen
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Satshil Rana
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mark Robson
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sarat Chandarlapaty
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ezra Y Rosen
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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18
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Ilikci-Sagkan R, Fatma Akin D, Liman R, Muddassir Ali M. In silico analysis of DEL-1 and inflammation-related genes in lung squamous cell carcinoma. Immunobiology 2024; 229:152838. [PMID: 39089131 DOI: 10.1016/j.imbio.2024.152838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 07/22/2024] [Accepted: 07/25/2024] [Indexed: 08/03/2024]
Abstract
AIM Twenty to thirty percent of non-small cell lung cancers (NSCLC) are caused by lung squamous cell carcinoma (LUSC), especially in smokers and there has been limited study previously evaluating the situation in terms of the genome and gene expression profile, which demonstrates the relationship among DEL-1, leucocyte recruitment, and pro-inflammatory cytokines in LUSC. MATERIAL AND METHODS In the current study, the m-RNA expression patterns and mutation profiles of our target genes, such as, pro-inflammatory cytokines, chemoattractant molecules, and DEL-1 genes, in 511 LUSC patients. To find the harmful mutations, the PolyPhen-2 and SNAP programs were employed. Not only gene expression was detected, but also survival analysis and correlation between DEL-1 and other target genes' expression levels were explored too. RESULTS Target genes such as, DEL-1, TNF, IL-18, IL-1, CXCL8, CXCL13, and IL-6 were found to have a total genetic anomaly carrying rate of 16.4%. Seven mutations were found, and two of those mutations have a pathogenic aspect. Deep deletion and gene amplification of the genetic anomalies were also observed. According to gene expression analysis results in the LUSC patient group; DEL-1 and IL-6 levels were significantly lower than those of the control group, whereas the CXCL13 level was found to be higher. CONCLUSION Findings of the current study revealed that, there is a significant role of DEL-1 in LUSC pathogenesis. Since present study is an in silico-centered study, this approach can give more insight on experimental studies. These events may support that one of the cancer improvement mechanisms depending on DEL-1 gene at the molecular level.
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Affiliation(s)
- Rahsan Ilikci-Sagkan
- Uşak University, School of Medicine, Department of Medical Biology, Uşak, Türkiye.
| | - Dilara Fatma Akin
- Nigde Omer Halisdemir University, School of Medicine, Department of Medical Biology, Niğde, Türkiye
| | - Recep Liman
- Uşak University, Faculty of Engineering and Natural Sciences, Department of Molecular Biology and Genetic, Uşak, Türkiye
| | - Muhammad Muddassir Ali
- Institute of Biochemistry and Biotechnology, University of Veterinary and Animal Sciences, Lahore, Pakistan.
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19
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Tandukar B, Deivendran D, Chen L, Cruz-Pacheco N, Sharma H, Xu A, Bandari AK, Chen DB, George C, Marty A, Cho RJ, Cheng J, Saylor D, Gerami P, Arron ST, Bastian BC, Shain AH. Genetic evolution of keratinocytes to cutaneous squamous cell carcinoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.23.604673. [PMID: 39091884 PMCID: PMC11291049 DOI: 10.1101/2024.07.23.604673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
We performed multi-omic profiling of epidermal keratinocytes, precancerous actinic keratoses, and squamous cell carcinomas to understand the molecular transitions during skin carcinogenesis. Single-cell mutational analyses showed that most keratinocytes in normal skin had lower mutation burdens than melanocytes and fibroblasts, however keratinocytes with TP53 or NOTCH1 mutations had substantially higher mutation burdens, suggesting that these mutations prime keratinocytes for transformation by increasing their mutation rate. Mutational profiling and spatial transcriptomics on squamous cell carcinomas adjacent to actinic keratoses revealed TERT promoter and CDKN2A mutations emerging in actinic keratoses, whereas additional mutations inactivating ARID2 and activating the MAPK-pathway delineated the transition to squamous cell carcinomas. Spatial variation in gene expression patterns was common in both tumor and immune cells, with high expression of checkpoint molecules at the invasive front of tumors. In conclusion, this study documents key events during the evolution of cutaneous squamous cell carcinoma.
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20
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Willman GH, Xu H, Zeigler TM, McIntosh MT, Bhaduri-McIntosh S. Polymerase theta is a synthetic lethal target for killing Epstein-Barr virus lymphomas. J Virol 2024; 98:e0057224. [PMID: 38860782 PMCID: PMC11265443 DOI: 10.1128/jvi.00572-24] [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: 04/02/2024] [Accepted: 05/27/2024] [Indexed: 06/12/2024] Open
Abstract
Treatment options for Epstein-Barr virus (EBV)-cancers are limited, underscoring the need for new therapeutic approaches. We have previously shown that EBV-transformed cells and cancers lack homologous recombination (HR) repair, a prominent error-free pathway that repairs double-stranded DNA breaks; instead, EBV-transformed cells demonstrate genome-wide scars of the error-prone microhomology-mediated end joining (MMEJ) repair pathway. This suggests that EBV-cancers are vulnerable to synthetic lethal therapeutic approaches that target MMEJ repair. Indeed, we have previously found that targeting PARP, an enzyme that contributes to MMEJ, results in the death of EBV-lymphoma cells. With the emergence of clinical resistance to PARP inhibitors and the recent discovery of inhibitors of Polymerase theta (POLθ), the polymerase essential for MMEJ, we investigated the role of POLθ in EBV-lymphoma cells. We report that EBV-transformed cell lines, EBV-lymphoma cell lines, and EBV-lymphomas in AIDS patients demonstrate greater abundance of POLθ, driven by the EBV protein EBNA1, compared to EBV-uninfected primary lymphocytes and EBV-negative lymphomas from AIDS patients (a group that also abundantly expresses POLθ). We also find POLθ enriched at cellular DNA replication forks and exposure to the POLθ inhibitor Novobiocin impedes replication fork progress, impairs MMEJ-mediated repair of DNA double-stranded breaks, and kills EBV-lymphoma cells. Notably, cell killing is not due to Novobiocin-induced activation of the lytic/replicative phase of EBV. These findings support a role for POLθ not just in DNA repair but also DNA replication and as a therapeutic target in EBV-lymphomas and potentially other EBV-cancers as EBNA1 is expressed in all EBV-cancers.IMPORTANCEEpstein-Barr virus (EBV) contributes to ~2% of the global cancer burden. With a recent estimate of >200,000 deaths a year, identifying molecular vulnerabilities will be key to the management of these frequently aggressive and treatment-resistant cancers. Building on our earlier work demonstrating reliance of EBV-cancers on microhomology-mediated end-joining repair, we now report that EBV lymphomas and transformed B cell lines abundantly express the MMEJ enzyme POLθ that likely protects cellular replication forks and repairs replication-related cellular DNA breaks. Importantly also, we show that a newly identified POLθ inhibitor kills EBV-cancer cells, revealing a novel strategy to block DNA replication and repair of these aggressive cancers.
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Affiliation(s)
- Griffin H. Willman
- Division of Infectious Diseases, Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | - Huanzhou Xu
- Division of Infectious Diseases, Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | - Travis M. Zeigler
- Division of Infectious Diseases, Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | - Michael T. McIntosh
- Child Health Research Institute, Department of Pediatrics, University of Florida, Gainesville, Florida, USA
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, Florida, USA
| | - Sumita Bhaduri-McIntosh
- Division of Infectious Diseases, Department of Pediatrics, University of Florida, Gainesville, Florida, USA
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, Florida, USA
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21
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An J, Nam CH, Kim R, Lee Y, Won H, Park S, Lee WH, Park H, Yoon CJ, An Y, Kim JH, Jun JK, Bae JM, Shin EC, Kim B, Cha YJ, Kwon HW, Oh JW, Park JY, Kim MJ, Ju YS. Mitochondrial DNA mosaicism in normal human somatic cells. Nat Genet 2024:10.1038/s41588-024-01838-z. [PMID: 39039280 DOI: 10.1038/s41588-024-01838-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Accepted: 06/21/2024] [Indexed: 07/24/2024]
Abstract
Somatic cells accumulate genomic alterations with age; however, our understanding of mitochondrial DNA (mtDNA) mosaicism remains limited. Here we investigated the genomes of 2,096 clones derived from three cell types across 31 donors, identifying 6,451 mtDNA variants with heteroplasmy levels of ≳0.3%. While the majority of these variants were unique to individual clones, suggesting stochastic acquisition with age, 409 variants (6%) were shared across multiple embryonic lineages, indicating their origin from heteroplasmy in fertilized eggs. The mutational spectrum exhibited replication-strand bias, implicating mtDNA replication as a major mutational process. We evaluated the mtDNA mutation rate (5.0 × 10-8 per base pair) and a turnover frequency of 10-20 per year, which are fundamental components shaping the landscape of mtDNA mosaicism over a lifetime. The expansion of mtDNA-truncating mutations toward homoplasmy was substantially suppressed. Our findings provide comprehensive insights into the origins, dynamics and functional consequences of mtDNA mosaicism in human somatic cells.
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Affiliation(s)
- Jisong An
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Chang Hyun Nam
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Ryul Kim
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
- Inocras Inc, Daejeon, Republic of Korea
| | - Yunah Lee
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Hyein Won
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Seongyeol Park
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
- Inocras Inc, Daejeon, Republic of Korea
| | - Won Hee Lee
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Hansol Park
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
- Inocras Inc, Daejeon, Republic of Korea
| | - Christopher J Yoon
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Yohan An
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Jie-Hyun Kim
- Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jong Kwan Jun
- Department of Obstetrics and Gynecology, Seoul National University Hospital, Seoul, Republic of Korea
| | - Jeong Mo Bae
- Department of Pathology, Seoul National University Hospital, Seoul, Republic of Korea
| | - Eui-Cheol Shin
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Bun Kim
- Center for Colorectal Cancer, Research Institute and Hospital, National Cancer Center, Goyang, Republic of Korea
| | - Yong Jun Cha
- Center for Colorectal Cancer, Research Institute and Hospital, National Cancer Center, Goyang, Republic of Korea
| | - Hyun Woo Kwon
- Department of Nuclear Medicine, Korea University College of Medicine, Seoul, Republic of Korea
| | - Ji Won Oh
- Department of Anatomy, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jee Yoon Park
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Min Jung Kim
- Department of Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Young Seok Ju
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea.
- Inocras Inc, Daejeon, Republic of Korea.
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22
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Kawale AS, Zou L. Regulation, functional impact, and therapeutic targeting of APOBEC3A in cancer. DNA Repair (Amst) 2024; 141:103734. [PMID: 39047499 DOI: 10.1016/j.dnarep.2024.103734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 07/16/2024] [Accepted: 07/19/2024] [Indexed: 07/27/2024]
Abstract
Enzymes of the apolipoprotein B mRNA editing catalytic polypeptide like (APOBEC) family are cytosine deaminases that convert cytosine to uracil in DNA and RNA. Among these proteins, APOBEC3 sub-family members, APOBEC3A (A3A) and APOBEC3B (A3B), are prominent sources of mutagenesis in cancer cells. The aberrant expression of A3A and A3B in cancer cells leads to accumulation of mutations with specific single-base substitution (SBS) signatures, characterized by C→T and C→G changes, in a number of tumor types. In addition to fueling mutagenesis, A3A and A3B, particularly A3A, induce DNA replication stress, DNA damage, and chromosomal instability through their catalytic activities, triggering a range of cellular responses. Thus, A3A/B have emerged as key drivers of genome evolution during cancer development, contributing to tumorigenesis, tumor heterogeneity, and therapeutic resistance. Yet, the expression of A3A/B in cancer cells presents a cancer vulnerability that can be exploited therapeutically. In this review, we discuss the recent studies that shed light on the mechanisms regulating A3A expression and the impact of A3A in cancer. We also review recent advances in the development of A3A inhibitors and provide perspectives on the future directions of A3A research.
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Affiliation(s)
- Ajinkya S Kawale
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA, USA
| | - Lee Zou
- Department of Pharmacology and Cancer Biology, Duke University, Durham, NC, USA.
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23
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Ziccheddu B, Giannotta C, D'Agostino M, Bertuglia G, Saraci E, Oliva S, Genuardi E, Papadimitriou M, Diamond B, Corradini P, Coffey D, Landgren O, Bolli N, Bruno B, Boccadoro M, Massaia M, Maura F, Larocca A. Genomic and immune determinants of resistance to daratumumab-based therapy in relapsed refractory multiple myeloma. Blood Cancer J 2024; 14:117. [PMID: 39030183 PMCID: PMC11271515 DOI: 10.1038/s41408-024-01096-6] [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: 02/13/2024] [Revised: 07/01/2024] [Accepted: 07/08/2024] [Indexed: 07/21/2024] Open
Abstract
Targeted immunotherapy combinations, including the anti-CD38 monoclonal antibody (MoAb) daratumumab, have shown promising results in patients with relapsed/refractory multiple myeloma (RRMM), leading to a considerable increase in progression-free survival. However, a large fraction of patients inevitably relapse. To understand this, we investigated 32 relapsed MM patients treated with daratumumab, lenalidomide, and dexamethasone (Dara-Rd; NCT03848676). We conducted an integrated analysis using whole-genome sequencing (WGS) and flow cytometry in patients with RRMM. WGS before and after treatment pinpointed genomic drivers associated with early progression, including RPL5 loss, APOBEC mutagenesis, and gain of function structural variants involving MYC and chromothripsis. Flow cytometry on 202 blood samples, collected every 3 months until progression for 31 patients, revealed distinct immune changes significantly impacting clinical outcomes. Progressing patients exhibited significant depletion of CD38-positive NK cells, persistence of T-cell exhaustion, and reduced depletion of regulatory T cells over time. These findings underscore the influence of immune composition and daratumumab-induced immune changes in promoting MM resistance. Integrating genomics and flow cytometry unveiled associations between adverse genomic features and immune patterns. Overall, this study sheds light on the intricate interplay between genomic complexity and the immune microenvironment driving resistance to Dara-Rd in patients with RRMM.
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Affiliation(s)
- Bachisio Ziccheddu
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Claudia Giannotta
- Laboratory of Blood Tumor Immunology, Molecular Biotechnology Center "Guido Tarone", Department of Molecular Biotechnology and Health Sciences, Università di Torino, Torino, Italy
| | - Mattia D'Agostino
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | - Giuseppe Bertuglia
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | - Elona Saraci
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | - Stefania Oliva
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | - Elisa Genuardi
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | - Marios Papadimitriou
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Benjamin Diamond
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Paolo Corradini
- Division of Hematology and Bone Marrow Transplant, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - David Coffey
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Ola Landgren
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA
| | - Niccolò Bolli
- Hematology Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
- Department of Oncology and Onco-Hematology, University of Milan, Milan, Italy
| | - Benedetto Bruno
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
| | | | - Massimo Massaia
- Laboratory of Blood Tumor Immunology, Molecular Biotechnology Center "Guido Tarone", Department of Molecular Biotechnology and Health Sciences, Università di Torino, Torino, Italy
- SC Ematologia, AO S. Croce e Carle, Cuneo, Italy
| | - Francesco Maura
- Myeloma Division, University of Miami, Sylvester Comprehensive Cancer Center, Miami, FL, USA.
| | - Alessandra Larocca
- Division of Hematology, Azienda Ospedaliero-Universitaria Città della Salute e della Scienza di Torino, University of Torino, Torino, Italy
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24
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Honer MA, Ferman BI, Gray ZH, Bondarenko EA, Whetstine JR. Epigenetic modulators provide a path to understanding disease and therapeutic opportunity. Genes Dev 2024; 38:473-503. [PMID: 38914477 PMCID: PMC11293403 DOI: 10.1101/gad.351444.123] [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] [Indexed: 06/26/2024]
Abstract
The discovery of epigenetic modulators (writers, erasers, readers, and remodelers) has shed light on previously underappreciated biological mechanisms that promote diseases. With these insights, novel biomarkers and innovative combination therapies can be used to address challenging and difficult to treat disease states. This review highlights key mechanisms that epigenetic writers, erasers, readers, and remodelers control, as well as their connection with disease states and recent advances in associated epigenetic therapies.
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Affiliation(s)
- Madison A Honer
- Cancer Epigenetics Institute, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Biomedical Sciences Program, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania 19140, USA
| | - Benjamin I Ferman
- Cancer Epigenetics Institute, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Biomedical Sciences Program, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania 19140, USA
| | - Zach H Gray
- Cancer Epigenetics Institute, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Biomedical Sciences Program, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania 19140, USA
| | - Elena A Bondarenko
- Cancer Epigenetics Institute, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
| | - Johnathan R Whetstine
- Cancer Epigenetics Institute, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA;
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, Pennsylvania 19111, USA
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25
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Burdett NL, Willis MO, Pandey A, Twomey L, Alaei S, Bowtell DDL, Christie EL. Timing of whole genome duplication is associated with tumor-specific MHC-II depletion in serous ovarian cancer. Nat Commun 2024; 15:6069. [PMID: 39025846 PMCID: PMC11258338 DOI: 10.1038/s41467-024-50137-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: 11/08/2023] [Accepted: 07/02/2024] [Indexed: 07/20/2024] Open
Abstract
Whole genome duplication is frequently observed in cancer, and its prevalence in our prior analysis of end-stage, homologous recombination deficient high grade serous ovarian cancer (almost 80% of samples) supports the notion that whole genome duplication provides a fitness advantage under the selection pressure of therapy. Here, we therefore aim to identify potential therapeutic vulnerabilities in primary high grade serous ovarian cancer with whole genome duplication by assessing differentially expressed genes and pathways in 79 samples. We observe that MHC-II expression is lowest in tumors which have acquired whole genome duplication early in tumor evolution, and further demonstrate that reduced MHC-II expression occurs in subsets of tumor cells rather than in canonical antigen-presenting cells. Early whole genome duplication is also associated with worse patient survival outcomes. Our results suggest an association between the timing of whole genome duplication, MHC-II expression and clinical outcome in high grade serous ovarian cancer that warrants further investigation for therapeutic targeting.
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Affiliation(s)
- Nikki L Burdett
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia
- Box Hill Hospital, Eastern Health, Box Hill, VIC, 3128, Australia
| | | | - Ahwan Pandey
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
| | - Laura Twomey
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
| | - Sara Alaei
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC, 3168, Australia
| | - David D L Bowtell
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Elizabeth L Christie
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia.
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26
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Flynn A, Waszak SM, Weischenfeldt J. Somatic CpG hypermutation is associated with mismatch repair deficiency in cancer. Mol Syst Biol 2024:10.1038/s44320-024-00054-5. [PMID: 39026103 DOI: 10.1038/s44320-024-00054-5] [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: 12/07/2023] [Revised: 06/17/2024] [Accepted: 06/28/2024] [Indexed: 07/20/2024] Open
Abstract
Somatic hypermutation in cancer has gained momentum with the increased use of tumour mutation burden as a biomarker for immune checkpoint inhibitors. Spontaneous deamination of 5-methylcytosine to thymine at CpG dinucleotides is one of the most ubiquitous endogenous mutational processes in normal and cancer cells. Here, we performed a systematic investigation of somatic CpG hypermutation at a pan-cancer level. We studied 30,191 cancer patients and 103 cancer types and developed an algorithm to identify somatic CpG hypermutation. Across cancer types, we observed the highest prevalence in paediatric leukaemia (3.5%), paediatric high-grade glioma (1.7%), and colorectal cancer (1%). We discovered germline variants and somatic mutations in the mismatch repair complex MutSα (MSH2-MSH6) as genetic drivers of somatic CpG hypermutation in cancer, which frequently converged on CpG sites and TP53 driver mutations. We further observe an association between somatic CpG hypermutation and response to immune checkpoint inhibitors. Overall, our study identified novel cancer types that display somatic CpG hypermutation, strong association with MutSα-deficiency, and potential utility in cancer immunotherapy.
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Affiliation(s)
- Aidan Flynn
- Biotech Research & Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
- The Finsen Laboratory, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Pathology and Centre for Cancer Research, University of Melbourne, Parkville, VIC, Australia
| | - Sebastian M Waszak
- Swiss Institute for Experimental Cancer Research (ISREC), School of Life Sciences, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
- Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, Oslo, Norway.
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA.
| | - Joachim Weischenfeldt
- Biotech Research & Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark.
- The Finsen Laboratory, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.
- The DCCC Brain Tumor Center, Danish Comprehensive Cancer Center, Copenhagen, Denmark.
- Department of Urology, Charité University Hospital, Berlin, Germany.
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27
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Bedeir A, Ghani H, Oster C, Crymes A, Ibe I, Yamamoto M, Elliott A, Bryant DA, Oberley MJ, Evans MG. Detection of human papillomavirus (HPV) in malignant melanoma. Ann Diagn Pathol 2024; 73:152361. [PMID: 39032381 DOI: 10.1016/j.anndiagpath.2024.152361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 07/12/2024] [Accepted: 07/15/2024] [Indexed: 07/23/2024]
Abstract
The most common type of melanoma is cutaneous melanoma (CM). The predominant mutational signature is that of ultraviolet radiation (UVR) exposure. The Cancer Genome Atlas (TCGA) molecular classification includes four major subtypes of CM based on common genetic alterations involving the following genes: BRAF, NRAS, and NF1, with a small fraction being "triple" wild-type. The two main signaling pathway abnormalities in CM are the mitogen-activated protein kinase (MAPK) pathway and the phosphoinositol-3-kinase (PI3K) pathway. Other less common types include mucosal melanomas (MM) and uveal melanoma (UM), which have a significantly different genomic landscape. Although few studies reported rare cases with HPV-positive (HPV+) melanoma, the clinicopathological and molecular characteristic of this entity has not been well-described. Among the 2084 melanoma cases queried at our institution, we identified seven patients diagnosed with HPV+ melanoma (prevalence 0.03 %), including five instances of CM and two of MM. The majority of cases were positive for HPV16 (n = 6). Most of the patients were elderly and with advanced disease (n = 6), although this finding may be attributed to the relative frequency of our institution testing advanced-stage tumors. Histologically, most cases showed high degree of pleomorphism and high mitotic count (5 or more mitoses/mm2) (n = 6). UVR signature was present in the CM, but not in the MM cases. Alterations in either MAPK and/or PI3K pathways were detected in the majority of cases (n = 6). The most common genetic abnormalities detected in this study occurred in the TERT promoter (TERTp) (n = 5), a finding that has been reported to be associated with aggressive disease. Our data shows that while HPV+ melanoma is rare, identifying this disease entity could help guide therapy given the demonstrated genomic alterations.
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Affiliation(s)
- Adam Bedeir
- Basis Phoenix High School, Phoenix, AZ, United States of America
| | - Hassan Ghani
- Caris Life Sciences, Phoenix, AZ, United States of America
| | - Cyrus Oster
- Caris Life Sciences, Phoenix, AZ, United States of America
| | - Anthony Crymes
- Keck School of Medicine, University of Southern California, Los Angeles, CA, United States of America
| | - Ifegwu Ibe
- University of California Irvine School of Medicine, Irvine, CA, United States of America
| | - Maki Yamamoto
- University of California Irvine School of Medicine, Irvine, CA, United States of America
| | - Andrew Elliott
- Caris Life Sciences, Phoenix, AZ, United States of America
| | - David A Bryant
- Caris Life Sciences, Phoenix, AZ, United States of America
| | | | - Mark G Evans
- Caris Life Sciences, Phoenix, AZ, United States of America.
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28
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Bertrums EJM, de Kanter JK, Derks LLM, Verheul M, Trabut L, van Roosmalen MJ, Hasle H, Antoniou E, Reinhardt D, Dworzak MN, Mühlegger N, van den Heuvel-Eibrink MM, Zwaan CM, Goemans BF, van Boxtel R. Selective pressures of platinum compounds shape the evolution of therapy-related myeloid neoplasms. Nat Commun 2024; 15:6025. [PMID: 39019934 PMCID: PMC11255340 DOI: 10.1038/s41467-024-50384-z] [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: 06/12/2023] [Accepted: 07/08/2024] [Indexed: 07/19/2024] Open
Abstract
Therapy-related myeloid neoplasms (t-MN) arise as a complication of chemo- and/or radiotherapy. Although t-MN can occur both in adult and childhood cancer survivors, the mechanisms driving therapy-related leukemogenesis likely vary across different ages. Chemotherapy is thought to induce driver mutations in children, whereas in adults pre-existing mutant clones are selected by the exposure. However, selective pressures induced by chemotherapy early in life are less well studied. Here, we use single-cell whole genome sequencing and phylogenetic inference to show that the founding cell of t-MN in children starts expanding after cessation of platinum exposure. In patients with Li-Fraumeni syndrome, characterized by a germline TP53 mutation, we find that the t-MN already expands during treatment, suggesting that platinum-induced growth inhibition is TP53-dependent. Our results demonstrate that germline aberrations can interact with treatment exposures in inducing t-MN, which is important for the development of more targeted, patient-specific treatment regimens and follow-up.
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Affiliation(s)
- Eline J M Bertrums
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
- Department of Pediatric Oncology/Hematology, Erasmus Medical Center - Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Jurrian K de Kanter
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
| | - Lucca L M Derks
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
| | - Mark Verheul
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
| | - Laurianne Trabut
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
| | - Markus J van Roosmalen
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Oncode Institute, Utrecht, the Netherlands
| | - Henrik Hasle
- Department of Pediatrics, Aarhus University Hospital, Aarhus, Denmark
| | - Evangelia Antoniou
- Clinic of Pediatrics III, University Hospital of Essen, Essen, Germany
- AML-BFM Study Group, Essen, Germany
| | - Dirk Reinhardt
- Clinic of Pediatrics III, University Hospital of Essen, Essen, Germany
- AML-BFM Study Group, Essen, Germany
| | - Michael N Dworzak
- St. Anna Children's Cancer Research Institute, Vienna, Austria
- St. Anna Children's Hospital, Department of Pediatrics and Adolescent Medicine, Medical University of Vienna, Vienna, Austria
| | - Nora Mühlegger
- St. Anna Children's Cancer Research Institute, Vienna, Austria
| | | | - C Michel Zwaan
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
- Department of Pediatric Oncology/Hematology, Erasmus Medical Center - Sophia Children's Hospital, Rotterdam, the Netherlands
| | - Bianca F Goemans
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands
| | - Ruben van Boxtel
- Princess Máxima Centrum for pediatric oncology, Utrecht, the Netherlands.
- Oncode Institute, Utrecht, the Netherlands.
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29
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Begum MSTM, Bokani A, Rajib SA, Soleimanpour M, Maeda Y, Yoshimura K, Satou Y, Ebrahimi D, Ikeda T. Potential Role of APOBEC3 Family Proteins in SARS-CoV-2 Replication. Viruses 2024; 16:1141. [PMID: 39066304 PMCID: PMC11281575 DOI: 10.3390/v16071141] [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: 06/17/2024] [Revised: 07/12/2024] [Accepted: 07/13/2024] [Indexed: 07/28/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has acquired multiple mutations since its emergence. Analyses of the SARS-CoV-2 genomes from infected patients exhibit a bias toward C-to-U mutations, which are suggested to be caused by the apolipoprotein B mRNA editing enzyme polypeptide-like 3 (APOBEC3, A3) cytosine deaminase proteins. However, the role of A3 enzymes in SARS-CoV-2 replication remains unclear. To address this question, we investigated the effect of A3 family proteins on SARS-CoV-2 replication in the myeloid leukemia cell line THP-1 lacking A3A to A3G genes. The Wuhan, BA.1, and BA.5 variants had comparable viral replication in parent and A3A-to-A3G-null THP-1 cells stably expressing angiotensin-converting enzyme 2 (ACE2) protein. On the other hand, the replication and infectivity of these variants were abolished in A3A-to-A3G-null THP-1-ACE2 cells in a series of passage experiments over 20 days. In contrast to previous reports, we observed no evidence of A3-induced SARS-CoV-2 mutagenesis in the passage experiments. Furthermore, our analysis of a large number of publicly available SARS-CoV-2 genomes did not reveal conclusive evidence for A3-induced mutagenesis. Our studies suggest that A3 family proteins can positively contribute to SARS-CoV-2 replication; however, this effect is deaminase-independent.
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Affiliation(s)
- MST Monira Begum
- Division of Molecular Virology and Genetics, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
| | - Ayub Bokani
- School of Engineering and Technology, CQ University, Sydney, NSW 2000, Australia
| | - Samiul Alam Rajib
- Division of Genomics and Transcriptomics, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
| | | | - Yosuke Maeda
- Department of Microbiology, Faculty of Life Sciences, Kumamoto University, Kumamoto 860-8556, Japan
- Department of Nursing, Kibi International University, Takahashi 716-8508, Japan
| | | | - Yorifumi Satou
- Division of Genomics and Transcriptomics, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
| | - Diako Ebrahimi
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
| | - Terumasa Ikeda
- Division of Molecular Virology and Genetics, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 860-0811, Japan
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30
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Culliford R, Lawrence SED, Mills C, Tippu Z, Chubb D, Cornish AJ, Browning L, Kinnersley B, Bentham R, Sud A, Pallikonda H, Frangou A, Gruber AJ, Litchfield K, Wedge D, Larkin J, Turajlic S, Houlston RS. Whole genome sequencing refines stratification and therapy of patients with clear cell renal cell carcinoma. Nat Commun 2024; 15:5935. [PMID: 39009593 PMCID: PMC11250826 DOI: 10.1038/s41467-024-49692-1] [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: 11/28/2023] [Accepted: 06/17/2024] [Indexed: 07/17/2024] Open
Abstract
Clear cell renal cell carcinoma (ccRCC) is the most common form of kidney cancer, but a comprehensive description of its genomic landscape is lacking. We report the whole genome sequencing of 778 ccRCC patients enrolled in the 100,000 Genomes Project, providing for a detailed description of the somatic mutational landscape of ccRCC. We identify candidate driver genes, which as well as emphasising the major role of epigenetic regulation in ccRCC highlight additional biological pathways extending opportunities for therapeutic interventions. Genomic characterisation identified patients with divergent clinical outcome; higher number of structural copy number alterations associated with poorer prognosis, whereas VHL mutations were independently associated with a better prognosis. The observations that higher T-cell infiltration is associated with better overall survival and that genetically predicted immune evasion is not common supports the rationale for immunotherapy. These findings should inform personalised surveillance and treatment strategies for ccRCC patients.
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Affiliation(s)
- Richard Culliford
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Samuel E D Lawrence
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Charlie Mills
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Zayd Tippu
- Renal and Skin Units, The Royal Marsden NHS Foundation Trust, London, UK
- Melanoma and Kidney Cancer Team, The Institute of Cancer Research, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Daniel Chubb
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Alex J Cornish
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Lisa Browning
- Department of Cellular Pathology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Ben Kinnersley
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Department of Oncology, University College London Cancer Institute, London, UK
| | - Robert Bentham
- Department of Oncology, University College London Cancer Institute, London, UK
| | - Amit Sud
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Husayn Pallikonda
- Renal and Skin Units, The Royal Marsden NHS Foundation Trust, London, UK
- Melanoma and Kidney Cancer Team, The Institute of Cancer Research, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Anna Frangou
- Nuffield Department of Medicine, Big Data Institute, University of Oxford, Oxford, UK
- Algebraic Systems Biology, Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
- Algebraic Systems Biology, Centre for Systems Biology Dresden, Dresden, Germany
| | - Andreas J Gruber
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Kevin Litchfield
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - David Wedge
- Manchester Cancer Research Centre, University of Manchester, Manchester, UK
- NIHR Manchester Biomedical Research Centre, Manchester, UK
| | - James Larkin
- Renal and Skin Units, The Royal Marsden NHS Foundation Trust, London, UK
- Melanoma and Kidney Cancer Team, The Institute of Cancer Research, London, UK
| | - Samra Turajlic
- Renal and Skin Units, The Royal Marsden NHS Foundation Trust, London, UK
- Melanoma and Kidney Cancer Team, The Institute of Cancer Research, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK.
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31
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Abbasi A, Steele CD, Bergstrom EN, Khandekar A, Farswan A, Mckay RR, Pillay N, Alexandrov LB. Detecting HRD in whole-genome and whole-exome sequenced breast and ovarian cancers. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.14.24310383. [PMID: 39040162 PMCID: PMC11261949 DOI: 10.1101/2024.07.14.24310383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/24/2024]
Abstract
Breast and ovarian cancers harboring homologous recombination deficiency (HRD) are sensitive to PARP inhibitors and platinum chemotherapy. Conventionally, detecting HRD involves screening for defects in BRCA1, BRCA2, and other relevant genes. Recent analyses have shown that HRD cancers exhibit characteristic mutational patterns due to the activities of HRD-associated mutational signatures. At least three machine learning tools exist for detecting HRD based on mutational patterns. Here, using sequencing data from 1,043 breast and 182 ovarian cancers, we trained Homologous Recombination Proficiency Profiler (HRProfiler), a machine learning method for detecting HRD using six mutational features. HRProfiler's performance is assessed against prior approaches using additional independent datasets of 417 breast and 115 ovarian cancers, including retrospective data from a clinical trial involving patients treated with PARP inhibitors. Our results demonstrate that HRProfiler is the only tool that robustly and consistently predicts clinical response from whole-exome sequenced breast and ovarian cancers.
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Affiliation(s)
- Ammal Abbasi
- Department of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA, 92093, USA
- Department of Bioengineering, UC San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
- Bioinformatics and Systems Biology Graduate Program, UC San Diego, La Jolla, CA, 92093, USA
- Sanford Stem Cell Institute, University of California San Diego, La Jolla, CA 92037
| | - Christopher D. Steele
- Department of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA, 92093, USA
- Department of Bioengineering, UC San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
| | - Erik N. Bergstrom
- Department of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA, 92093, USA
- Department of Bioengineering, UC San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
| | - Azhar Khandekar
- Department of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA, 92093, USA
- Department of Bioengineering, UC San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
- Bioinformatics and Systems Biology Graduate Program, UC San Diego, La Jolla, CA, 92093, USA
| | - Akanksha Farswan
- Research Department of Pathology, Cancer Institute, University College London, London, WC1E 6BT, UK
- Department of Cellular and Molecular Pathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, HA7 4LP, UK
| | - Rana R. Mckay
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
| | - Nischalan Pillay
- Research Department of Pathology, Cancer Institute, University College London, London, WC1E 6BT, UK
- Department of Cellular and Molecular Pathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, HA7 4LP, UK
| | - Ludmil B. Alexandrov
- Department of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA, 92093, USA
- Department of Bioengineering, UC San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, UC San Diego, La Jolla, CA, 92037, USA
- Bioinformatics and Systems Biology Graduate Program, UC San Diego, La Jolla, CA, 92093, USA
- Sanford Stem Cell Institute, University of California San Diego, La Jolla, CA 92037
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32
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Yang C, Liu Y, Lv C, Xu M, Xu K, Shi J, Tan T, Zhou W, Lv D, Li Y, Xu J, Shao T. CanCellVar: A database for single-cell variants map in human cancer. Am J Hum Genet 2024; 111:1420-1430. [PMID: 38838674 PMCID: PMC11267512 DOI: 10.1016/j.ajhg.2024.05.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 05/15/2024] [Accepted: 05/15/2024] [Indexed: 06/07/2024] Open
Abstract
Numerous variants, including both single-nucleotide variants (SNVs) in DNA and A>G RNA edits in mRNA as essential drivers of cellular proliferation and tumorigenesis, are commonly associated with cancer progression and growth. Thus, mining and summarizing single-cell variants will provide a refined and higher-resolution view of cancer and further contribute to precision medicine. Here, we established a database, CanCellVar, which aims to provide and visualize the comprehensive atlas of single-cell variants in tumor microenvironment. The current CanCellVar identified ∼3 million variants (∼1.4 million SNVs and ∼1.4 million A>G RNA edits) involved in 2,754,531 cells of 5 major cell types across 37 cancer types. CanCellVar provides the basic annotation information as well as cellular and molecular function properties of variants. In addition, the clinical relevance of variants can be obtained including tumor grade, treatment, metastasis, and others. Several flexible tools were also developed to aid retrieval and to analyze cell-cell interactions, gene expression, cell-development trajectories, regulation, and molecular structure affected by variants. Collectively, CanCellVar will serve as a valuable resource for investigating the functions and characteristics of single-cell variations and their roles in human tumor evolution and treatment.
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Affiliation(s)
- Changbo Yang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Yujie Liu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Chongwen Lv
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Mengjia Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Kang Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Jingyi Shi
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Tingting Tan
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Weiwei Zhou
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Dezhong Lv
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China
| | - Yongsheng Li
- School of Interdisciplinary Medicine and Engineering, Harbin Medical University, Harbin, Heilongjiang Province 150081, China
| | - Juan Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China.
| | - Tingting Shao
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang Province 150001, China.
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33
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Wang P, Ng R, Lam S, Lockwood WW. Uncovering molecular features driving lung adenocarcinoma heterogeneity in patients who formerly smoked. J Transl Med 2024; 22:634. [PMID: 38978078 PMCID: PMC11229340 DOI: 10.1186/s12967-024-05437-8] [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: 01/11/2024] [Accepted: 06/26/2024] [Indexed: 07/10/2024] Open
Abstract
BACKGROUND An increasing proportion of lung adenocarcinoma (LUAD) occurs in patients even after they have stopped smoking. Here, we aimed to determine whether tobacco smoking induced changes across LUADs from patients who formerly smoked correspond to different biological and clinical factors. METHODS Random forest models (RFs) were trained utilizing a smoking associated signature developed from differentially expressed genes between LUAD patients who had never smoked (NS) or currently smoked (CS) from TCGA (n = 193) and BCCA (n = 69) cohorts. The RFs were subsequently applied to 299 and 131 formerly smoking patients from TCGA and MSKCC cohorts, respectively. FS were RF-classified as either CS-like or NS-like and associations with patient characteristics, biological features, and clinical outcomes were determined. RESULTS We elucidated a 123 gene signature that robustly classified NS and CS in both RNA-seq (AUC = 0.85) and microarray (AUC = 0.92) validation test sets. The RF classified 213 patients who had formerly smoked as CS-like and 86 as NS-like from the TCGA cohort. CS-like and NS-like status in formerly smoking patients correlated poorly with patient characteristics but had substantially different biological features including tumor mutational burden, number of mutations, mutagenic signatures and immune cell populations. NS-like formerly smoking patients had 17.5 months and 18.6 months longer overall survival than CS-like patients from the TCGA and MSKCC cohorts, respectively. CONCLUSIONS Patients who had formerly smoked with LUAD harbor heterogeneous tumor biology. These patients can be divided by smoking induced gene expression to inform prognosis and underlying biological characteristics for treatment selection.
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Affiliation(s)
- Peiyao Wang
- Department of Integrative Oncology, BC Cancer Research Institute, 675 West 10th Avenue, Vancouver, BC, V5Z 1G1, Canada
- Interdisciplinary Oncology Program, Faculty of Medicine, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Raymond Ng
- Department of Computer Science, University of British Columbia, 2366 Main Mall, Vancouver, BC, V6T 1Z4, Canada
| | - Stephen Lam
- Department of Integrative Oncology, BC Cancer Research Institute, 675 West 10th Avenue, Vancouver, BC, V5Z 1G1, Canada
| | - William W Lockwood
- Department of Integrative Oncology, BC Cancer Research Institute, 675 West 10th Avenue, Vancouver, BC, V5Z 1G1, Canada.
- Interdisciplinary Oncology Program, Faculty of Medicine, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada.
- Department of Pathology and Laboratory Medicine, University of British Columbia, 899 West 12th Avenue, Vancouver, BC, V5Z 4E6, Canada.
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34
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Liu J, Cao S, Imbach KJ, Gritsenko MA, Lih TSM, Kyle JE, Yaron-Barir TM, Binder ZA, Li Y, Strunilin I, Wang YT, Tsai CF, Ma W, Chen L, Clark NM, Shinkle A, Naser Al Deen N, Caravan W, Houston A, Simin FA, Wyczalkowski MA, Wang LB, Storrs E, Chen S, Illindala R, Li YD, Jayasinghe RG, Rykunov D, Cottingham SL, Chu RK, Weitz KK, Moore RJ, Sagendorf T, Petyuk VA, Nestor M, Bramer LM, Stratton KG, Schepmoes AA, Couvillion SP, Eder J, Kim YM, Gao Y, Fillmore TL, Zhao R, Monroe ME, Southard-Smith AN, Li YE, Jui-Hsien Lu R, Johnson JL, Wiznerowicz M, Hostetter G, Newton CJ, Ketchum KA, Thangudu RR, Barnholtz-Sloan JS, Wang P, Fenyö D, An E, Thiagarajan M, Robles AI, Mani DR, Smith RD, Porta-Pardo E, Cantley LC, Iavarone A, Chen F, Mesri M, Nasrallah MP, Zhang H, Resnick AC, Chheda MG, Rodland KD, Liu T, Ding L. Multi-scale signaling and tumor evolution in high-grade gliomas. Cancer Cell 2024; 42:1217-1238.e19. [PMID: 38981438 DOI: 10.1016/j.ccell.2024.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 03/12/2024] [Accepted: 06/10/2024] [Indexed: 07/11/2024]
Abstract
Although genomic anomalies in glioblastoma (GBM) have been well studied for over a decade, its 5-year survival rate remains lower than 5%. We seek to expand the molecular landscape of high-grade glioma, composed of IDH-wildtype GBM and IDH-mutant grade 4 astrocytoma, by integrating proteomic, metabolomic, lipidomic, and post-translational modifications (PTMs) with genomic and transcriptomic measurements to uncover multi-scale regulatory interactions governing tumor development and evolution. Applying 14 proteogenomic and metabolomic platforms to 228 tumors (212 GBM and 16 grade 4 IDH-mutant astrocytoma), including 28 at recurrence, plus 18 normal brain samples and 14 brain metastases as comparators, reveals heterogeneous upstream alterations converging on common downstream events at the proteomic and metabolomic levels and changes in protein-protein interactions and glycosylation site occupancy at recurrence. Recurrent genetic alterations and phosphorylation events on PTPN11 map to important regulatory domains in three dimensions, suggesting a central role for PTPN11 signaling across high-grade gliomas.
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Affiliation(s)
- Jingxian Liu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Song Cao
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Kathleen J Imbach
- Josep Carreras Leukaemia Research Institute, Badalona, Spain; Universidad Autónoma de Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Marina A Gritsenko
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Tung-Shing M Lih
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Jennifer E Kyle
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Tomer M Yaron-Barir
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10021, USA; Englander Institute for Precision Medicine, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10021, USA; Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Zev A Binder
- Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Yize Li
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Ilya Strunilin
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Yi-Ting Wang
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Chia-Feng Tsai
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Weiping Ma
- Department of Genetics and Genomic Sciences, Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Lijun Chen
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Natalie M Clark
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew Shinkle
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Nataly Naser Al Deen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Wagma Caravan
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Andrew Houston
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Faria Anjum Simin
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Matthew A Wyczalkowski
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Liang-Bo Wang
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Erik Storrs
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Siqi Chen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Ritvik Illindala
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO 63130, USA; Department of Neurology, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Yuping D Li
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO 63130, USA; Department of Neurology, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Reyka G Jayasinghe
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Dmitry Rykunov
- Department of Genetics and Genomic Sciences, Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sandra L Cottingham
- Department of Pathology, Spectrum Health and Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Rosalie K Chu
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Karl K Weitz
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Ronald J Moore
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Tyler Sagendorf
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Vladislav A Petyuk
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Michael Nestor
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Lisa M Bramer
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Kelly G Stratton
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Athena A Schepmoes
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Sneha P Couvillion
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Josie Eder
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Young-Mo Kim
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Yuqian Gao
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Thomas L Fillmore
- Department of Pathology, Spectrum Health and Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Rui Zhao
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Matthew E Monroe
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Austin N Southard-Smith
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Yang E Li
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA; Department of Neurosurgery, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Rita Jui-Hsien Lu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA
| | - Jared L Johnson
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10021, USA
| | - Maciej Wiznerowicz
- International Institute for Molecular Oncology, Poznań, Poland; Poznan University of Medical Sciences, Poznań, Poland
| | | | | | | | | | - Jill S Barnholtz-Sloan
- Center for Biomedical Informatics and Information Technology & Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD 20850, USA
| | - Pei Wang
- Department of Genetics and Genomic Sciences, Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - David Fenyö
- Institute for Systems Genetics, NYU Grossman School of Medicine, New York, NY 10016, USA; Department of Biochemistry and Molecular Pharmacology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Eunkyung An
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | | | - Ana I Robles
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | - D R Mani
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Richard D Smith
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | | | - Lewis C Cantley
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10021, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA; Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Antonio Iavarone
- Department of Neurological Surgery and Department of Biochemistry, University of Miami Miller School of Medicine, Miami, FL 33136, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Feng Chen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Mehdi Mesri
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | - MacLean P Nasrallah
- Department of Pathology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Hui Zhang
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Urology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Adam C Resnick
- Center for Data Driven Discovery in Biomedicine, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Division of Neurosurgery, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Milan G Chheda
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO 63130, USA; Department of Neurology, Washington University in St. Louis, St. Louis, MO 63130, USA.
| | - Karin D Rodland
- Department of Cell, Developmental, and Cancer Biology, Oregon Health & Science University, Portland, OR 97221, USA.
| | - Tao Liu
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA.
| | - Li Ding
- Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO 63130, USA; Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA.
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Park S, Park S, Kim TM, Kim S, Koh J, Lim J, Yi K, Yi B, Ju YS, Kim M, Keam B, Kim JS, Jeon YK, Kim DW, Kim YT, Heo DS. Resistance mechanisms of EGFR tyrosine kinase inhibitors, in EGFR exon 20 insertion-mutant lung cancer. Eur J Cancer 2024; 208:114206. [PMID: 38981315 DOI: 10.1016/j.ejca.2024.114206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 06/24/2024] [Accepted: 06/28/2024] [Indexed: 07/11/2024]
Abstract
BACKGROUND Mobocertinib, an EGFR exon 20 insertion (Ex20ins)-specific tyrosine kinase inhibitor has been used for treatment of advanced/metastatic EGFR Ex20ins-mutant non-small cell lung cancer (NSCLC). However, resistance mechanisms to EGFR Ex20ins-specific inhibitors and the efficacy of subsequent amivantamab treatment is unknown. METHODS To investigate resistance mechanisms, tissue and cfDNA samples were collected before treatment initiation and upon development of resistance from NSCLC patients with EGFR Ex20ins mutations received mobocertinib, poziotinib, and amivantamab treatments. Genetic alterations were analyzed using whole-genome and targeted sequencing, and in vitro resistant cell lines were generated for validation. RESULTS EGFR amplification (n = 6, including 2 broad copy number gain) and EGFR secondary mutation (n = 3) were observed at the resistance of mobocertinib. One patient had both EGFR secondary mutation and high EGFR focal amplification. In vitro models harboring EGFR alterations were constructed to validate resistance mechanisms and identify overcoming strategies to resistance. Acquired EGFR-dependent alterations were found to mediate resistance to mobocertinib in patients and in vitro models. Furthermore, two of six patients who received sequential amivantamab followed by an EGFR tyrosine kinase inhibitor had MET amplification and showed partial response. CONCLUSIONS Our study revealed EGFR-dependent and -independent mechanisms of mobocertinib resistance in patients with advanced EGFR Ex20ins-mutant NSCLC.
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Affiliation(s)
- Siyeon Park
- Seoul National University Cancer Research Institute, Seoul, South Korea
| | - Seongyeol Park
- Inocras Inc., San Diego, CA, USA; Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Tae Min Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea.
| | - Soyeon Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Seoul, South Korea
| | - Jaemoon Koh
- Department of Pathology, Seoul National University College of Medicine, Seoul, South Korea
| | - Joonoh Lim
- Inocras Inc., San Diego, CA, USA; Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Kijong Yi
- Inocras Inc., San Diego, CA, USA; Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Boram Yi
- Inocras Inc., San Diego, CA, USA
| | - Young Seok Ju
- Inocras Inc., San Diego, CA, USA; Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Miso Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Bhumsuk Keam
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Jung Sun Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Yoon Kyung Jeon
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Pathology, Seoul National University College of Medicine, Seoul, South Korea
| | - Dong-Wan Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Young Tae Kim
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Dae Seog Heo
- Seoul National University Cancer Research Institute, Seoul, South Korea; Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
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Ramos-Rodríguez M, Subirana-Granés M, Norris R, Sordi V, Fernández Á, Fuentes-Páez G, Pérez-González B, Berenguer Balaguer C, Raurell-Vila H, Chowdhury M, Corripio R, Partelli S, López-Bigas N, Pellegrini S, Montanya E, Nacher M, Falconi M, Layer R, Rovira M, González-Pérez A, Piemonti L, Pasquali L. Implications of noncoding regulatory functions in the development of insulinomas. CELL GENOMICS 2024:100604. [PMID: 38959898 DOI: 10.1016/j.xgen.2024.100604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 04/22/2024] [Accepted: 06/11/2024] [Indexed: 07/05/2024]
Abstract
Insulinomas are rare neuroendocrine tumors arising from pancreatic β cells, characterized by aberrant proliferation and altered insulin secretion, leading to glucose homeostasis failure. With the aim of uncovering the role of noncoding regulatory regions and their aberrations in the development of these tumors, we coupled epigenetic and transcriptome profiling with whole-genome sequencing. As a result, we unraveled somatic mutations associated with changes in regulatory functions. Critically, these regions impact insulin secretion, tumor development, and epigenetic modifying genes, including polycomb complex components. Chromatin remodeling is apparent in insulinoma-selective domains shared across patients, containing a specific set of regulatory sequences dominated by the SOX17 binding motif. Moreover, many of these regions are H3K27me3 repressed in β cells, suggesting that tumoral transition involves derepression of polycomb-targeted domains. Our work provides a compendium of aberrant cis-regulatory elements affecting the function and fate of β cells in their progression to insulinomas and a framework to identify coding and noncoding driver mutations.
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Affiliation(s)
- Mireia Ramos-Rodríguez
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Marc Subirana-Granés
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Richard Norris
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Valeria Sordi
- Diabetes Research Institute (DRI) - IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Ángel Fernández
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain; Department of Physiological Science, School of Medicine, Universitat de Barcelona (UB), L'Hospitalet de Llobregat, Barcelona, Spain; Pancreas Regeneration: Pancreatic Progenitors and Their Niche Group, Regenerative Medicine Program, Institut d'Investigació Biomèdica de Bellvitge - IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain; Program for Advancing the Clinical Translation of Regenerative Medicine of Catalonia, P-CMR[C], L'Hospitalet de Llobregat, Barcelona, Spain
| | - Georgina Fuentes-Páez
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Beatriz Pérez-González
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Clara Berenguer Balaguer
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Helena Raurell-Vila
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
| | - Murad Chowdhury
- BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA
| | - Raquel Corripio
- Paediatric Endocrinology Department, Parc Taulí Hospital Universitari, Institut d'Investigació i Innovació Parc Taulí I3PT, Universitat Autònoma de Barcelona, Sabadell, Spain
| | - Stefano Partelli
- Pancreas Translational & Research Institute, Scientific Institute San Raffaele Hospital and University Vita-Salute, Milan, Italy
| | - Núria López-Bigas
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain; Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain
| | - Silvia Pellegrini
- Diabetes Research Institute (DRI) - IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Eduard Montanya
- Bellvitge Hospital-IDIBELL, Barcelona, Spain; Department of Clinical Sciences, University of Barcelona, Barcelona, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
| | - Montserrat Nacher
- Bellvitge Hospital-IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain
| | - Massimo Falconi
- Pancreas Translational & Research Institute, Scientific Institute San Raffaele Hospital and University Vita-Salute, Milan, Italy
| | - Ryan Layer
- BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA; Department of Computer Science, University of Colorado Boulder, Boulder, CO, USA
| | - Meritxell Rovira
- Department of Physiological Science, School of Medicine, Universitat de Barcelona (UB), L'Hospitalet de Llobregat, Barcelona, Spain; Pancreas Regeneration: Pancreatic Progenitors and Their Niche Group, Regenerative Medicine Program, Institut d'Investigació Biomèdica de Bellvitge - IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain; Program for Advancing the Clinical Translation of Regenerative Medicine of Catalonia, P-CMR[C], L'Hospitalet de Llobregat, Barcelona, Spain
| | - Abel González-Pérez
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain; Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
| | - Lorenzo Piemonti
- Diabetes Research Institute (DRI) - IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Lorenzo Pasquali
- Endocrine Regulatory Genomics, Department of Medicine and Life Sciences, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain.
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Cioppi F, Cantini G, Ercolino T, Chetta M, Zanatta L, Nesi G, Mannelli M, Maggi M, Canu L, Luconi M. Targeted Next Generation Sequencing molecular profiling and its clinical application in adrenocortical cancer. Eur J Endocrinol 2024; 191:17-30. [PMID: 38917236 DOI: 10.1093/ejendo/lvae077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 05/07/2024] [Accepted: 06/20/2024] [Indexed: 06/27/2024]
Abstract
OBJECTIVE Adrenal cortical carcinoma (ACC) is a rare malignancy with a generally poor but heterogeneous prognosis, especially depending on the tumour stage at diagnosis. Identification of somatic gene alterations combined with clinical/histopathological evaluation of the tumour can help improve prognostication. We applied a simplified targeted-Next-Generation Sequencing (NGS) panel to characterise the mutational profiles of ACCs, providing potentially relevant information for better patient management. DESIGN AND METHODS Thirty frozen tumour specimens from a local ACC series were retrospectively analysed by a custom-NGS panel (CDKN2A, CTNNB1, DAXX, MED12, NF1, PRKAR1A, RB1, TERT, TP53, ZNRF3) to detect somatic prioritised single-nucleotide variants. This cohort was integrated with 86 patients from the ACC-TCGA series bearing point-mutations in the same genes and their combinations identified by our panel. Primary endpoints of the analysis on the total cohort (113 patients) were overall survival (OS) and progression-free survival (PFS), and hazard ratio (HR) for the different alterations grouped by the signalling pathways/combinations affected. RESULTS Different PFS, OS, and HR were associated to the different pathways/combinations, being NF1 + TP53 and Wnt/β-catenin + Rb/p53 combined mutations the most deleterious, with a statistical significance for progression HR which is retained only in low-(I/II) stages-NF1 + TP53 combination: HR = 2.96[1.01-8.69] and HR = 13.23[3.15-55.61], all and low stages, respectively; Wnt/β-catenin + Rb/p53 combined pathways: HR = 6.47[2.54-16.49] and HR = 16.24[3.87-68.00], all and low-stages, respectively. CONCLUSIONS A simplified targeted-NGS approach seems the best routinely applicable first step towards somatic genetic characterisation of ACC for prognostic assessment. This approach proved to be particularly promising in low-stage cases, suggesting the need for more stringent surveillance and personalised treatment.
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Affiliation(s)
- Francesca Cioppi
- Department of Experimental and Clinical Medicine, University of Florence, 50139 Florence, Italy
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
| | - Giulia Cantini
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, AOU Careggi, 50139 Florence, Italy
| | - Tonino Ercolino
- Azienda Ospedaliero-Universitaria Careggi, (AOUC), 50139 Florence, Italy
| | - Massimiliano Chetta
- Medical Genetics, Azienda Ospedaliera di Rilievo Nazionale (A.O.R.N.) Cardarelli, Padiglione, 80131 Naples, Italy
| | - Lorenzo Zanatta
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Azienda Ospedaliero-Universitaria Careggi, (AOUC), 50139 Florence, Italy
| | - Gabriella Nesi
- Department of Health Sciences, University of Florence, 50139 Florence, Italy
| | - Massimo Mannelli
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, AOU Careggi, 50139 Florence, Italy
| | - Mario Maggi
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, AOU Careggi, 50139 Florence, Italy
- Azienda Ospedaliero-Universitaria Careggi, (AOUC), 50139 Florence, Italy
| | - Letizia Canu
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, AOU Careggi, 50139 Florence, Italy
- Azienda Ospedaliero-Universitaria Careggi, (AOUC), 50139 Florence, Italy
| | - Michaela Luconi
- European Network for the Study of Adrenal Tumours (ENSAT) Centre of Excellence, University of Florence, 50139 Florence, Italy
- Department of Experimental and Clinical Biomedical Sciences, Endocrinology Section, University of Florence, 50139 Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, AOU Careggi, 50139 Florence, Italy
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Hinić S, van der Post RS, Vreede L, Schuurs-Hoeijmakers J, Koene S, Jansen EAM, Bervoets-Metge F, Mensenkamp AR, Hoogerbrugge N, Ligtenberg MJL, de Voer RM. The genomic landscape of breast and non-breast cancers from individuals with germline CHEK2 deficiency. JNCI Cancer Spectr 2024; 8:pkae044. [PMID: 38848470 PMCID: PMC11216722 DOI: 10.1093/jncics/pkae044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 03/20/2024] [Accepted: 04/11/2024] [Indexed: 06/09/2024] Open
Abstract
CHEK2 is considered to be involved in homologous recombination repair (HRR). Individuals who have germline pathogenic variants (gPVs) in CHEK2 are at increased risk to develop breast cancer and likely other primary cancers. PARP inhibitors (PARPi) have been shown to be effective in the treatment of cancers that present with HRR deficiency-for example, caused by inactivation of BRCA1/2. However, clinical trials have shown little to no efficacy of PARPi in patients with CHEK2 gPVs. Here, we show that both breast and non-breast cancers from individuals who have biallelic gPVs in CHEK2 (germline CHEK2 deficiency) do not present with molecular profiles that fit with HRR deficiency. This finding provides a likely explanation why PARPi therapy is not successful in the treatment of CHEK2-deficient cancers.
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Affiliation(s)
- Snežana Hinić
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Rachel S van der Post
- Department of Pathology, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Lilian Vreede
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Janneke Schuurs-Hoeijmakers
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Saskia Koene
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Erik A M Jansen
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Franziska Bervoets-Metge
- Department of Pathology, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Arjen R Mensenkamp
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Nicoline Hoogerbrugge
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Marjolijn J L Ligtenberg
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
- Department of Pathology, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
| | - Richarda M de Voer
- Department of Human Genetics, Radboud University Medical Center, Research Institute for Medical Innovation, Nijmegen, The Netherlands
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Ahmed A, Kato N, Gautier J. Replication-Independent ICL Repair: From Chemotherapy to Cell Homeostasis. J Mol Biol 2024; 436:168618. [PMID: 38763228 PMCID: PMC11227339 DOI: 10.1016/j.jmb.2024.168618] [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: 03/18/2024] [Revised: 05/03/2024] [Accepted: 05/15/2024] [Indexed: 05/21/2024]
Abstract
Interstrand crosslinks (ICLs) are a type of covalent lesion that can prevent transcription and replication by inhibiting DNA strand separation and instead trigger cell death. ICL inducing compounds are commonly used as chemotherapies due to their effectiveness in inhibiting cell proliferation. Naturally occurring crosslinking agents formed from metabolic processes can also pose a challenge to genome stability especially in slowly or non-dividing cells. Cells maintain a variety of ICL repair mechanisms to cope with this stressor within and outside the S phase of the cell cycle. Here, we discuss the mechanisms of various replication-independent ICL repair pathways and how crosslink repair efficiency is tied to aging and disease.
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Affiliation(s)
- Arooba Ahmed
- Institute for Cancer Genetics, Columbia University Vagelos, College of Physicians and Surgeons, New York, NY, USA
| | - Niyo Kato
- Institute for Cancer Genetics, Columbia University Vagelos, College of Physicians and Surgeons, New York, NY, USA
| | - Jean Gautier
- Institute for Cancer Genetics, Columbia University Vagelos, College of Physicians and Surgeons, New York, NY, USA; Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos, College of Physicians and Surgeons, New York, NY, USA; Department of Genetics and Development, Columbia University Vagelos, College of Physicians and Surgeons, New York, NY, USA.
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40
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Maddalena G, Zeineddine FA, Rivero-Hinojosa S, Aushev VN, Chowdhury S, Zeineddine MA, Yousef AM, Yap TA, EINaggar AC, Liu MC, White M, Overman MJ, Kopetz S, Shen JP. Defining the subset of mutations in polymerase epsilon (POLE) associated with loss-of-proofreading (LOP) functionality. Ann Oncol 2024; 35:678-680. [PMID: 38734075 DOI: 10.1016/j.annonc.2024.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 04/23/2024] [Accepted: 04/25/2024] [Indexed: 05/13/2024] Open
Affiliation(s)
- G Maddalena
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA; Oncology Unit 1, Veneto Institute of Oncology-IRCCS, Padova; Department of Surgery, Oncology and Gastroenterology, University of Padua, Padova, Italy
| | - F A Zeineddine
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | | | | | - S Chowdhury
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - M A Zeineddine
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - A M Yousef
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - T A Yap
- Department of Investigational Cancer Therapeutics, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; Khalifa Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston; The Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston
| | | | | | - M White
- Department of Surgery, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - M J Overman
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - S Kopetz
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - J P Shen
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA.
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Ernst SM, van Marion R, von der Thüsen JH, Dubbink HJ, Dingemans AMC. Exploring the use of circulating tumor DNA for mutational signature analysis. Lung Cancer 2024; 193:107844. [PMID: 38833851 DOI: 10.1016/j.lungcan.2024.107844] [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: 03/04/2024] [Revised: 05/28/2024] [Accepted: 05/30/2024] [Indexed: 06/06/2024]
Affiliation(s)
- Sophie M Ernst
- Department of Respiratory Medicine, University Medical Center, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Ronald van Marion
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Jan H von der Thüsen
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Hendrikus J Dubbink
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Anne-Marie C Dingemans
- Department of Respiratory Medicine, University Medical Center, Doctor Molewaterplein 40, 3015 GD Rotterdam, the Netherlands.
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Zhang X, Yuan L, Zhang W, Zhang Y, Wu Q, Li C, Wu M, Huang Y. Liquid-liquid phase separation in diseases. MedComm (Beijing) 2024; 5:e640. [PMID: 39006762 PMCID: PMC11245632 DOI: 10.1002/mco2.640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 05/31/2024] [Accepted: 06/03/2024] [Indexed: 07/16/2024] Open
Abstract
Liquid-liquid phase separation (LLPS), an emerging biophysical phenomenon, can sequester molecules to implement physiological and pathological functions. LLPS implements the assembly of numerous membraneless chambers, including stress granules and P-bodies, containing RNA and protein. RNA-RNA and RNA-protein interactions play a critical role in LLPS. Scaffolding proteins, through multivalent interactions and external factors, support protein-RNA interaction networks to form condensates involved in a variety of diseases, particularly neurodegenerative diseases and cancer. Modulating LLPS phenomenon in multiple pathogenic proteins for the treatment of neurodegenerative diseases and cancer could present a promising direction, though recent advances in this area are limited. Here, we summarize in detail the complexity of LLPS in constructing signaling pathways and highlight the role of LLPS in neurodegenerative diseases and cancers. We also explore RNA modifications on LLPS to alter diseases progression because these modifications can influence LLPS of certain proteins or the formation of stress granules, and discuss the possibility of proper manipulation of LLPS process to restore cellular homeostasis or develop therapeutic drugs for the eradication of diseases. This review attempts to discuss potential therapeutic opportunities by elaborating on the connection between LLPS, RNA modification, and their roles in diseases.
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Affiliation(s)
- Xinyue Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Lin Yuan
- Laboratory of Research in Parkinson's Disease and Related Disorders Health Sciences Institute China Medical University Shenyang China
| | - Wanlu Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Yi Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Qun Wu
- Department of Pediatrics Ruijin Hospital Affiliated to Shanghai Jiaotong University School of Medicine Shanghai China
| | - Chunting Li
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Min Wu
- Wenzhou Institute University of Chinese Academy of Sciences Wenzhou Zhejiang China
- The Joint Research Center Affiliated Xiangshan Hospital of Wenzhou Medical University Ningbo China
| | - Yongye Huang
- College of Life and Health Sciences Northeastern University Shenyang China
- Key Laboratory of Bioresource Research and Development of Liaoning Province College of Life and Health Sciences Northeastern University Shenyang China
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Mochizuki A, Shiraishi K, Honda T, Higashiyama RI, Sunami K, Matsuda M, Shimada Y, Miyazaki Y, Yoshida Y, Watanabe SI, Yatabe Y, Hamamoto R, Kohno T. Passive Smoking-Induced Mutagenesis as a Promoter of Lung Carcinogenesis. J Thorac Oncol 2024; 19:984-994. [PMID: 38382595 DOI: 10.1016/j.jtho.2024.02.006] [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: 09/01/2023] [Revised: 02/06/2024] [Accepted: 02/13/2024] [Indexed: 02/23/2024]
Abstract
INTRODUCTION The International Agency for Research on Cancer has classified passive smoking (PS) or secondhand smoke exposure as a group 1 carcinogen linked to lung cancer. However, in contrast to active smoking, the mutagenic properties of PS remain unclear. METHODS A consecutive cohort of 564 lung adenocarcinoma samples from female never-smokers, who provided detailed information about their exposure to PS during adolescence and in their thirties through a questionnaire, was prepared. Of these, all 291 cases for whom frozen tumor tissues were available were subjected to whole exome sequencing to estimate tumor mutational burden, and the top 84 cases who were exposed daily, or not, to PS during adolescence, in their thirties or in both periods, were further subjected to whole genome sequencing. RESULTS A modest yet statistically significant increase in tumor mutational burden was observed in the group exposed to PS compared with the group not exposed to PS (median values = 1.44 versus 1.29 per megabase, respectively; p = 0.020). Instead of inducing driver oncogene mutations, PS-induced substantial subclonal mutations exhibiting APOBEC-type signatures, including SMAD4 and ADGRG6 hotspot mutations. A polymorphic APOBEC3A/3B allele-specific to the Asian population that leads to up-regulated expression of APOBEC3A accentuated the mutational load in individuals exposed daily to PS during adolescence. CONCLUSIONS This study reveals that PS-induced mutagenesis can promote lung carcinogenesis. The APOBEC3A/3B polymorphism may serve as a biomarker for identifying passive nonsmoking individuals at high risk of developing lung cancer.
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Affiliation(s)
- Akifumi Mochizuki
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan; Department of Respiratory Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kouya Shiraishi
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Takayuki Honda
- Department of Respiratory Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | | | - Kuniko Sunami
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Maiko Matsuda
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Yoko Shimada
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Yasunari Miyazaki
- Department of Respiratory Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yukihiro Yoshida
- Department of Thoracic Surgery, National Cancer Center Hospital, Tokyo, Japan
| | - Shun-Ichi Watanabe
- Department of Thoracic Surgery, National Cancer Center Hospital, Tokyo, Japan
| | - Yasushi Yatabe
- Department of Pathology, National Cancer Center Hospital, Tokyo, Japan
| | - Ryuji Hamamoto
- Division of Medical AI Research and Development, National Cancer Center Research Institute, Tokyo, Japan
| | - Takashi Kohno
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan.
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Schupp PG, Shelton SJ, Brody DJ, Eliscu R, Johnson BE, Mazor T, Kelley KW, Potts MB, McDermott MW, Huang EJ, Lim DA, Pieper RO, Berger MS, Costello JF, Phillips JJ, Oldham MC. Deconstructing Intratumoral Heterogeneity through Multiomic and Multiscale Analysis of Serial Sections. Cancers (Basel) 2024; 16:2429. [PMID: 39001492 PMCID: PMC11240479 DOI: 10.3390/cancers16132429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 06/27/2024] [Accepted: 06/28/2024] [Indexed: 07/16/2024] Open
Abstract
Tumors may contain billions of cells, including distinct malignant clones and nonmalignant cell types. Clarifying the evolutionary histories, prevalence, and defining molecular features of these cells is essential for improving clinical outcomes, since intratumoral heterogeneity provides fuel for acquired resistance to targeted therapies. Here we present a statistically motivated strategy for deconstructing intratumoral heterogeneity through multiomic and multiscale analysis of serial tumor sections (MOMA). By combining deep sampling of IDH-mutant astrocytomas with integrative analysis of single-nucleotide variants, copy-number variants, and gene expression, we reconstruct and validate the phylogenies, spatial distributions, and transcriptional profiles of distinct malignant clones. By genotyping nuclei analyzed by single-nucleus RNA-seq for truncal mutations, we further show that commonly used algorithms for identifying cancer cells from single-cell transcriptomes may be inaccurate. We also demonstrate that correlating gene expression with tumor purity in bulk samples can reveal optimal markers of malignant cells and use this approach to identify a core set of genes that are consistently expressed by astrocytoma truncal clones, including AKR1C3, whose expression is associated with poor outcomes in several types of cancer. In summary, MOMA provides a robust and flexible strategy for precisely deconstructing intratumoral heterogeneity and clarifying the core molecular properties of distinct cellular populations in solid tumors.
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Affiliation(s)
- Patrick G. Schupp
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Samuel J. Shelton
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Daniel J. Brody
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Rebecca Eliscu
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Brett E. Johnson
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Tali Mazor
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kevin W. Kelley
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA 94143, USA
- Neuroscience Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Matthew B. Potts
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Michael W. McDermott
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Eric J. Huang
- Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA;
| | - Daniel A. Lim
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Russell O. Pieper
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Mitchel S. Berger
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Joseph F. Costello
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
| | - Joanna J. Phillips
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
- Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA;
| | - Michael C. Oldham
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94143, USA; (P.G.S.); (S.J.S.); (D.J.B.); (R.E.); (B.E.J.); (T.M.); (K.W.K.); (M.B.P.); (M.W.M.); (D.A.L.); (R.O.P.); (M.S.B.); (J.F.C.); (J.J.P.)
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van den Berg J, van Batenburg V, Geisenberger C, Tjeerdsma RB, de Jaime-Soguero A, Acebrón SP, van Vugt MATM, van Oudenaarden A. Quantifying DNA replication speeds in single cells by scEdU-seq. Nat Methods 2024; 21:1175-1184. [PMID: 38886577 PMCID: PMC11239516 DOI: 10.1038/s41592-024-02308-4] [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: 10/04/2023] [Accepted: 05/17/2024] [Indexed: 06/20/2024]
Abstract
In a human cell, thousands of replication forks simultaneously coordinate duplication of the entire genome. The rate at which this process occurs might depend on the epigenetic state of the genome and vary between, or even within, cell types. To accurately measure DNA replication speeds, we developed single-cell 5-ethynyl-2'-deoxyuridine sequencing to detect nascent replicated DNA. We observed that the DNA replication speed is not constant but increases during S phase of the cell cycle. Using genetic and pharmacological perturbations we were able to alter this acceleration of replication and conclude that DNA damage inflicted by the process of transcription limits the speed of replication during early S phase. In late S phase, during which less-transcribed regions replicate, replication accelerates and approaches its maximum speed.
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Affiliation(s)
- Jeroen van den Berg
- Oncode Institute, Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences) and University Medical Center Utrecht, Utrecht, The Netherlands.
| | - Vincent van Batenburg
- Oncode Institute, Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences) and University Medical Center Utrecht, Utrecht, The Netherlands
| | - Christoph Geisenberger
- Oncode Institute, Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences) and University Medical Center Utrecht, Utrecht, The Netherlands
- Pathologisches Institut, Ludwig-Maximilians-Universität, Munich, Germany
| | - Rinskje B Tjeerdsma
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Sergio P Acebrón
- Centre for Organismal Studies (COS), Heidelberg University, Heidelberg, Germany
| | - Marcel A T M van Vugt
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Alexander van Oudenaarden
- Oncode Institute, Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences) and University Medical Center Utrecht, Utrecht, The Netherlands.
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46
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McCool MA, Bryant CJ, Abriola L, Surovtseva YV, Baserga SJ. The cytidine deaminase APOBEC3A regulates nucleolar function to promote cell growth and ribosome biogenesis. PLoS Biol 2024; 22:e3002718. [PMID: 38976757 PMCID: PMC11257408 DOI: 10.1371/journal.pbio.3002718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 07/18/2024] [Accepted: 06/20/2024] [Indexed: 07/10/2024] Open
Abstract
Cancer initiates as a consequence of genomic mutations and its subsequent progression relies in part on increased production of ribosomes to maintain high levels of protein synthesis for unchecked cell growth. Recently, cytidine deaminases have been uncovered as sources of mutagenesis in cancer. In an attempt to form a connection between these 2 cancer driving processes, we interrogated the cytidine deaminase family of proteins for potential roles in human ribosome biogenesis. We identified and validated APOBEC3A and APOBEC4 as novel ribosome biogenesis factors through our laboratory's established screening platform for the discovery of regulators of nucleolar function in MCF10A cells. Through siRNA depletion experiments, we highlight APOBEC3A's requirement in making ribosomes and specific role within the processing and maturation steps that form the large subunit 5.8S and 28S ribosomal (r)RNAs. We demonstrate that a subset of APOBEC3A resides within the nucleolus and associates with critical ribosome biogenesis factors. Mechanistic insight was revealed by transient overexpression of both wild-type and a catalytically dead mutated APOBEC3A, which both increase cell growth and protein synthesis. Through an innovative nuclear RNA sequencing methodology, we identify only modest predicted APOBEC3A C-to-U target sites on the pre-rRNA and pre-mRNAs. Our work reveals a potential direct role for APOBEC3A in ribosome biogenesis likely independent of its editing function. More broadly, we found an additional function of APOBEC3A in cancer pathology through its function in ribosome biogenesis, expanding its relevance as a target for cancer therapeutics.
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Affiliation(s)
- Mason A. McCool
- Department of Molecular Biophysics & Biochemistry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Carson J. Bryant
- Department of Molecular Biophysics & Biochemistry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Laura Abriola
- Yale Center for Molecular Discovery, Yale University, West Haven, Connecticut, United States of America
| | - Yulia V. Surovtseva
- Yale Center for Molecular Discovery, Yale University, West Haven, Connecticut, United States of America
| | - Susan J. Baserga
- Department of Molecular Biophysics & Biochemistry, Yale University School of Medicine, New Haven, Connecticut, United States of America
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut, United States of America
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, Connecticut, United States of America
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47
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Angerilli V, Sabella G, Simbolo M, Lagano V, Centonze G, Gentili M, Mangogna A, Coppa J, Munari G, Businello G, Borga C, Schiavi F, Pusceddu S, Leporati R, Oldani S, Fassan M, Milione M. Comprehensive genomic and transcriptomic characterization of high-grade gastro-entero-pancreatic neoplasms. Br J Cancer 2024; 131:159-170. [PMID: 38729995 PMCID: PMC11231306 DOI: 10.1038/s41416-024-02705-8] [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: 11/14/2023] [Revised: 04/20/2024] [Accepted: 04/24/2024] [Indexed: 05/12/2024] Open
Abstract
BACKGROUND High-grade gastro-entero-pancreatic neoplasms (HG GEP-NENs) can be stratified according to their morphology and Ki-67 values into three prognostic classes: neuroendocrine tumors grade 3 (NETs G3), neuroendocrine carcinomas with Ki-67 < 55% (NECs <55) and NECs with Ki-67 ≥ 55% (NECs ≥55). METHODS We analyzed a cohort of 49 HG GEP-NENs by targeted Next-Generation Sequencing (TrueSight Oncology 500), RNA-seq, and immunohistochemistry for p53, Rb1, SSTR-2A, and PD-L1. RESULTS Frequent genomic alterations affected TP53 (26%), APC (20%), KRAS and MEN1 (both 11%) genes. NET G3 were enriched in MEN1 (p = 0.02) mutations, while both NECs groups were enriched in TP53 (p = 0.001), APC (p = 0.002) and KRAS (p = 0.02) mutations and tumors with TMB ≥ 10 muts/Mb (p = 0.01). No differentially expressed (DE) gene was found between NECs <55% and NECs ≥55%, while 1129 DE genes were identified between NET G3 and NECs. A slight enrichment of CD4+ and CD8+ T cells in NECs and of cancer-associated fibroblasts and macrophages (M2-like) in NET G3. Multivariate analysis identified histologic type and Rb1 loss as independent prognostic factors for overall survival. CONCLUSIONS This study showed that GEP-NET G3 and GEP-NECs exhibit clear genomic and transcriptomic differences, differently from GEP-NECs <55% and GEP-NECs ≥55%, and provided molecular findings with prognostic and potentially predictive value.
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Affiliation(s)
| | - Giovanna Sabella
- First Pathology Unit, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Michele Simbolo
- Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Vincenzo Lagano
- First Pathology Unit, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Giovanni Centonze
- First Pathology Unit, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Marco Gentili
- First Pathology Unit, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Alessandro Mangogna
- Institute of Pathological Anatomy, Department of Medicine (DMED), University of Udine, Udine, Italy
| | - Jorgelina Coppa
- Hepatology and Hepato-Pancreatic-Biliary Surgery and Liver Transplantation, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Giada Munari
- Department of Medicine (DIMED), University of Padua, Padua, Italy
| | | | - Chiara Borga
- Department of Medicine (DIMED), University of Padua, Padua, Italy
| | | | - Sara Pusceddu
- Medical Oncology and Hematology Department, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Rita Leporati
- Medical Oncology and Hematology Department, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Simone Oldani
- Medical Oncology and Hematology Department, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - Matteo Fassan
- Department of Medicine (DIMED), University of Padua, Padua, Italy
- Veneto Institute of Oncology (IOV-IRCCS), Padua, Italy
| | - Massimo Milione
- First Pathology Unit, Department of Pathology and Laboratory Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.
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Németh E, Szüts D. The mutagenic consequences of defective DNA repair. DNA Repair (Amst) 2024; 139:103694. [PMID: 38788323 DOI: 10.1016/j.dnarep.2024.103694] [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: 03/22/2024] [Revised: 05/10/2024] [Accepted: 05/14/2024] [Indexed: 05/26/2024]
Abstract
Multiple separate repair mechanisms safeguard the genome against various types of DNA damage, and their failure can increase the rate of spontaneous mutagenesis. The malfunction of distinct repair mechanisms leads to genomic instability through different mutagenic processes. For example, defective mismatch repair causes high base substitution rates and microsatellite instability, whereas homologous recombination deficiency is characteristically associated with deletions and chromosome instability. This review presents a comprehensive collection of all mutagenic phenotypes associated with the loss of each DNA repair mechanism, drawing on data from a variety of model organisms and mutagenesis assays, and placing greatest emphasis on systematic analyses of human cancer datasets. We describe the latest theories on the mechanism of each mutagenic process, often explained by reliance on an alternative repair pathway or the error-prone replication of unrepaired, damaged DNA. Aided by the concept of mutational signatures, the genomic phenotypes can be used in cancer diagnosis to identify defective DNA repair pathways.
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Affiliation(s)
- Eszter Németh
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Budapest, Hungary
| | - Dávid Szüts
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Budapest, Hungary.
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49
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Maeda H, Kakiuchi N. Clonal expansion in normal tissues. Cancer Sci 2024; 115:2117-2124. [PMID: 38623936 PMCID: PMC11247609 DOI: 10.1111/cas.16183] [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: 02/07/2024] [Revised: 03/24/2024] [Accepted: 04/01/2024] [Indexed: 04/17/2024] Open
Abstract
Cancer originates from a single ancestral cell that acquires a driver mutation, which confers a growth or survival advantage, followed by the acquisition of additional driver mutations by descendant cells. Recently, it has become evident that somatic cell mutations accumulate in normal tissues with aging and exposure to environmental factors, such as alcohol, smoking, and UV rays, increases the mutation rate. Clones harboring driver mutations expand with age, leading to tissue remodeling. Lineage analysis of myeloproliferative neoplasms and der(1;16)-positive breast cancer revealed that driver mutations were acquired early in our lives and that the development of cancer takes decades, unveiling the previously unknown early process of cancer development. Evidence that clonal hematopoiesis affects various diseases, including nonneoplastic diseases, highlights the potential role of the identification and functional analysis of mutated clones in unraveling unknown pathologies. In this review, we summarize the recent updates on clonal expansion in normal tissues and the natural history of cancer revealed through lineage analysis of noncancerous and cancerous tissues.
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Affiliation(s)
- Hirona Maeda
- Department of Pathology and Tumor Biology, Graduate School of MedicineKyoto UniversityKyotoJapan
- Department of Diagnostic PathologyKyoto University HospitalKyotoJapan
| | - Nobuyuki Kakiuchi
- Department of Pathology and Tumor Biology, Graduate School of MedicineKyoto UniversityKyotoJapan
- The Hakubi Center for Advanced ResearchKyoto UniversityKyotoJapan
- Department of Gastroenterology and Hepatology, Graduate School of MedicineKyoto UniversityKyotoJapan
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Gao J, Wu Y, Yu J, Qiu Y, Yi T, Luo C, Zhang J, Lu G, Li X, Xiong F, Wu X, Pan X. Impact of genomic and epigenomic alterations of multigene on a multicancer pedigree. Cancer Med 2024; 13:e7394. [PMID: 38970307 PMCID: PMC11226725 DOI: 10.1002/cam4.7394] [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: 01/24/2024] [Revised: 05/14/2024] [Accepted: 06/05/2024] [Indexed: 07/08/2024] Open
Abstract
BACKGROUND Germline mutations have been identified in a small number of hereditary cancers, but the genetic predisposition for many familial cancers remains to be elucidated. METHODS This study identified a Chinese pedigree that presented different cancers (breast cancer, BRCA; adenocarcinoma of the esophagogastric junction, AEG; and B-cell acute lymphoblastic leukemia, B-ALL) in each of the three generations. Whole-genome sequencing and whole-exome sequencing were performed on peripheral blood or bone marrow and cancer biopsy samples. Whole-genome bisulfite sequencing was conducted on the monozygotic twin brothers, one of whom developed B-ALL. RESULTS According to the ACMG guidelines, bioinformatic analysis of the genome sequencing revealed 20 germline mutations, particularly mutations in the DNAH11 (c.9463G > A) and CFH (c.2314G > A) genes that were documented in the COSMIC database and validated by Sanger sequencing. Forty-one common somatic mutated genes were identified in the cancer samples, displaying the same type of single nucleotide substitution Signature 5. Meanwhile, hypomethylation of PLEK2, MRAS, and RXRA as well as hypermethylation of CpG island associated with WT1 was shown in the twin with B-ALL. CONCLUSIONS These findings reveal genomic alterations in a pedigree with multiple cancers. Mutations found in the DNAH11, CFH genes, and other genes predispose to malignancies in this family. Dysregulated methylation of WT1, PLEK2, MRAS, and RXRA in the twin with B-ALL increases cancer susceptibility. The similarity of the somatic genetic changes among the three cancers indicates a hereditary impact on the pedigree. These familial cancers with germline and somatic mutations, as well as epigenomic alterations, represent a common molecular basis for many multiple cancer pedigrees.
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Affiliation(s)
- Jinyu Gao
- Department of PediatricsNanfang Hospital, Southern Medical UniversityGuangzhouChina
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
| | - Yongzhang Wu
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
- Department of Biochemistry and Molecular BiologySchool of Basic Medical Sciences, Southern Medical UniversityGuangzhouChina
| | - Jieming Yu
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
- Affiliated Shenzhen Maternity and Child Healthcare Hospital, Southern Medical UniversityShenzhenChina
| | - Yinbin Qiu
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
| | - Tiantian Yi
- Department of PediatricsNanfang Hospital, Southern Medical UniversityGuangzhouChina
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
| | - Chaochao Luo
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
| | - Junxiao Zhang
- SequMed Institute of Biomedical SciencesGuangzhouChina
| | - Gary Lu
- Department of Fetal Medicine and Prenatal DiagnosisZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Xu Li
- Kaiser Permanente Regional Genetics Laboratory, San Jose Medical CenterSan JoseCaliforniaUSA
| | - Fu Xiong
- Department of Medical GeneticsSchool of Basic Medical Sciences, Southern Medical UniversityGuangzhouChina
| | - Xuedong Wu
- Department of PediatricsNanfang Hospital, Southern Medical UniversityGuangzhouChina
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
| | - Xinghua Pan
- Department of PediatricsNanfang Hospital, Southern Medical UniversityGuangzhouChina
- Guangdong Provincial Key Laboratory of Single Cell Technology and ApplicationSouthern Medical UniversityGuangzhouChina
- Department of Biochemistry and Molecular BiologySchool of Basic Medical Sciences, Southern Medical UniversityGuangzhouChina
- Precision Regenerative Medicine Research Centre, Division of Medical SciencesMacau University of Science and TechnologyMacaoChina
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