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Li Q, Keskus AG, Wagner J, Izydorczyk MB, Timp W, Sedlazeck FJ, Klein AP, Zook JM, Kolmogorov M, Schatz MC. Unraveling the hidden complexity of cancer through long-read sequencing. Genome Res 2025; 35:599-620. [PMID: 40113261 DOI: 10.1101/gr.280041.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
Cancer is fundamentally a disease of the genome, characterized by extensive genomic, transcriptomic, and epigenomic alterations. Most current studies predominantly use short-read sequencing, gene panels, or microarrays to explore these alterations; however, these technologies can systematically miss or misrepresent certain types of alterations, especially structural variants, complex rearrangements, and alterations within repetitive regions. Long-read sequencing is rapidly emerging as a transformative technology for cancer research by providing a comprehensive view across the genome, transcriptome, and epigenome, including the ability to detect alterations that previous technologies have overlooked. In this Perspective, we explore the current applications of long-read sequencing for both germline and somatic cancer analysis. We provide an overview of the computational methodologies tailored to long-read data and highlight key discoveries and resources within cancer genomics that were previously inaccessible with prior technologies. We also address future opportunities and persistent challenges, including the experimental and computational requirements needed to scale to larger sample sizes, the hurdles in sequencing and analyzing complex cancer genomes, and opportunities for leveraging machine learning and artificial intelligence technologies for cancer informatics. We further discuss how the telomere-to-telomere genome and the emerging human pangenome could enhance the resolution of cancer genome analysis, potentially revolutionizing early detection and disease monitoring in patients. Finally, we outline strategies for transitioning long-read sequencing from research applications to routine clinical practice.
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Affiliation(s)
- Qiuhui Li
- Department of Computer Science, Johns Hopkins University, Baltimore, Maryland 21218, USA
| | - Ayse G Keskus
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland 20892, USA
| | - Justin Wagner
- Material Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland 20899, USA
| | - Michal B Izydorczyk
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
| | - Winston Timp
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, USA
| | - Fritz J Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Texas 77030, USA
- Department of Computer Science, Rice University, Houston, Texas 77251, USA
| | - Alison P Klein
- Sidney Kimmel Comprehensive Cancer Center, Department of Oncology, Johns Hopkins Medicine, Baltimore, Maryland 21031, USA
| | - Justin M Zook
- Material Measurement Laboratory, National Institute of Standards and Technology, Gaithersburg, Maryland 20899, USA
| | - Mikhail Kolmogorov
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland 20892, USA;
| | - Michael C Schatz
- Department of Computer Science, Johns Hopkins University, Baltimore, Maryland 21218, USA;
- Sidney Kimmel Comprehensive Cancer Center, Department of Oncology, Johns Hopkins Medicine, Baltimore, Maryland 21031, USA
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2
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Chera A, Stancu-Cretu M, Zabet NR, Bucur O. Shedding light on DNA methylation and its clinical implications: the impact of long-read-based nanopore technology. Epigenetics Chromatin 2024; 17:39. [PMID: 39734197 DOI: 10.1186/s13072-024-00558-2] [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: 08/08/2024] [Accepted: 11/01/2024] [Indexed: 12/31/2024] Open
Abstract
DNA methylation is an essential epigenetic mechanism for regulation of gene expression, through which many physiological (X-chromosome inactivation, genetic imprinting, chromatin structure and miRNA regulation, genome defense, silencing of transposable elements) and pathological processes (cancer and repetitive sequences-associated diseases) are regulated. Nanopore sequencing has emerged as a novel technique that can analyze long strands of DNA (long-read sequencing) without chemically treating the DNA. Interestingly, nanopore sequencing can also extract epigenetic status of the nucleotides (including both 5-Methylcytosine and 5-hydroxyMethylcytosine), and a large variety of bioinformatic tools have been developed for improving its detection properties. Out of all genomic regions, long read sequencing provides advantages in studying repetitive elements, which are difficult to characterize through other sequencing methods. Transposable elements are repetitive regions of the genome that are silenced and usually display high levels of DNA methylation. Their demethylation and activation have been observed in many cancers. Due to their repetitive nature, it is challenging to accurately estimate DNA methylation levels within transposable elements using short sequencing technologies. The advantage to sequence native DNA (without PCR amplification biases or harsh bisulfite treatment) and long and ultra long reads coupled with epigenetic states of the DNA allows to accurately estimate DNA methylation levels in transposable elements. This is a big step forward for epigenomic studies, and unsolved questions regarding gene expression and transposable elements silencing through DNA methylation can now be answered.
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Affiliation(s)
- Alexandra Chera
- Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
- Carol Davila Nephrology Clinical Hospital, Bucharest, Romania
| | | | - Nicolae Radu Zabet
- Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, E1 2AT, UK.
| | - Octavian Bucur
- Carol Davila University of Medicine and Pharmacy, Bucharest, Romania.
- Genomics Research and Development Institute, Bucharest, Romania.
- Victor Babes National Institute of Pathology, Bucharest, Romania.
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Sharma S. Unraveling the role of long non-coding RNAs in therapeutic resistance in acute myeloid leukemia: New prospects & challenges. Noncoding RNA Res 2024; 9:1203-1221. [PMID: 39036603 PMCID: PMC11259994 DOI: 10.1016/j.ncrna.2024.05.009] [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: 02/12/2024] [Revised: 05/19/2024] [Accepted: 05/20/2024] [Indexed: 07/23/2024] Open
Abstract
Acute Myeloid Leukemia (AML) is a fatal hematological disease characterized by the unchecked proliferation of immature myeloid blasts in different tissues developed by various mutations in hematopoiesis. Despite intense chemotherapeutic regimens, patients often experience poor outcomes, leading to substandard remission rates. In recent years, long non-coding RNAs (lncRNAs) have increasingly become important prognostic and therapeutic hotspots, due to their contributions to dysregulating many functional epigenetic, transcriptional, and post-translational mechanisms leading to alterations in cell expressions, resulting in increased chemoresistance and reduced apoptosis in leukemic cells. Through this review, I highlight and discuss the latest advances in understanding the major mechanisms through which lncRNAs confer therapy resistance in AML. In addition, I also provide perspective on the current strategies to target lncRNA expressions. A better knowledge of the critical role that lncRNAs play in controlling treatment outcomes in AML will help improve existing medications and devise new ones.
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Affiliation(s)
- Siddhant Sharma
- Department of Chemical and Biological Engineering, University of British Columbia, Vancouver, British Columbia, V6T 1Z3, Canada
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Stein RA, Gomaa FE, Raparla P, Riber L. Now and then in eukaryotic DNA methylation. Physiol Genomics 2024; 56:741-763. [PMID: 39250426 DOI: 10.1152/physiolgenomics.00091.2024] [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: 07/01/2024] [Accepted: 09/06/2024] [Indexed: 09/11/2024] Open
Abstract
Since the mid-1970s, increasingly innovative methods to detect DNA methylation provided detailed information about its distribution, functions, and dynamics. As a result, new concepts were formulated and older ones were revised, transforming our understanding of the associated biology and catalyzing unprecedented advances in biomedical research, drug development, anthropology, and evolutionary biology. In this review, we discuss a few of the most notable advances, which are intimately intertwined with the study of DNA methylation, with a particular emphasis on the past three decades. Examples of these strides include elucidating the intricacies of 5-methylcytosine (5-mC) oxidation, which are at the core of the reversibility of this epigenetic modification; the three-dimensional structural characterization of eukaryotic DNA methyltransferases, which offered insights into the mechanisms that explain several disease-associated mutations; a more in-depth understanding of DNA methylation in development and disease; the possibility to learn about the biology of extinct species; the development of epigenetic clocks and their use to interrogate aging and disease; and the emergence of epigenetic biomarkers and therapies.
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Affiliation(s)
- Richard A Stein
- Department of Chemical and Biomolecular Engineering, NYU Tandon School of Engineering, Brooklyn, New York, United States
| | - Faris E Gomaa
- Department of Chemical and Biomolecular Engineering, NYU Tandon School of Engineering, Brooklyn, New York, United States
| | - Pranaya Raparla
- Department of Chemical and Biomolecular Engineering, NYU Tandon School of Engineering, Brooklyn, New York, United States
| | - Leise Riber
- Department of Plant and Environmental Sciences, University of Copenhagen, Frederiksberg, Denmark
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Lema Fernandez AG, Nardelli C, Pierini V, Crescenzi B, Pellanera F, Matteucci C, Crocioni M, Arniani S, Di Battista V, Quintini M, Mondanelli G, Orabona C, Gorello P, Mecucci C. Epigenetic Modeling of Jumping Translocations of 1q Heterochromatin in Acute Myeloid Leukemia After 5'-Azacytidine Treatment. Genes Chromosomes Cancer 2024; 63:e70013. [PMID: 39604137 PMCID: PMC11602642 DOI: 10.1002/gcc.70013] [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: 09/05/2024] [Revised: 11/01/2024] [Accepted: 11/06/2024] [Indexed: 11/29/2024] Open
Abstract
Jumping translocations (JT) are rare cytogenetic abnormalities associated with progression in myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML). Typically, a tri-tetra-somic 1q chromosome is translocated to two or more recipient chromosomes. In multiple myeloma JT were shown to originate after DNA demethylation and decondensation. Using epigenomics, we investigated sequential samples in an SRSF2-mutated MDS and AML cohort with normal karyotype at diagnosis and 1qJT at disease evolution after 5'-azacytidine (AZA). 1qJT breakpoints fell within repetitive DNA at both 1q12 and the translocation partners, namely acrocentrics n. 14, 15, 21, and 22, chromosome 16, and chromosome Y. The global methylome at diagnosis showed hypermethylation at 61% of the differentially methylated regions (DMRs), followed by hypomethylation at 80% of DMRs under AZA, mostly affecting pathways related to immune system, chromatin organization, chromosome condensation, telomere maintenance, rRNA, and DNA repair. At disease evolution, a shift toward hypermethylation, intronic enhancers enrichment and epigenetic involvement of the PI3K/AKT and MAPK signaling emerged. In particular, AKT1 phosphorylation behaved as a hallmark of the progression. Overall, we provided new insights on the characterization of 1qJT in SRSF2-mutated myeloid neoplasms and first showed that epigenetics is a powerful tool to investigate the molecular landscape of repetitive DNA rearrangements.
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MESH Headings
- Humans
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/pathology
- Translocation, Genetic
- Epigenesis, Genetic
- Heterochromatin/genetics
- Chromosomes, Human, Pair 1/genetics
- Azacitidine/pharmacology
- DNA Methylation
- Female
- Male
- Aged
- Middle Aged
- Myelodysplastic Syndromes/genetics
- Myelodysplastic Syndromes/drug therapy
- Myelodysplastic Syndromes/pathology
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Affiliation(s)
- Anair Graciela Lema Fernandez
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Carlotta Nardelli
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Valentina Pierini
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Barbara Crescenzi
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Fabrizia Pellanera
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Caterina Matteucci
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Maria Crocioni
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Silvia Arniani
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Valeria Di Battista
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Martina Quintini
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
| | - Giada Mondanelli
- Department of Medicine and Surgery, Section of PharmacologyUniversity of PerugiaPerugiaItaly
| | - Ciriana Orabona
- Department of Medicine and Surgery, Section of PharmacologyUniversity of PerugiaPerugiaItaly
| | - Paolo Gorello
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
- Department of Chemistry, Biology and BiotechnologyUniversity of PerugiaPerugiaItaly
| | - Cristina Mecucci
- Department of Medicine and Surgery, Hematology and Bone Marrow Transplantation UnitUniversity of PerugiaPerugiaItaly
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Jin Y, Wang J, Tang R, Jiang Y, Xi D. Nucleic Acid-Based Biological Nanopore Sensing Strategies for Tumor Marker Detection. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024; 40:21327-21340. [PMID: 39356337 DOI: 10.1021/acs.langmuir.4c02804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/03/2024]
Abstract
Cancer, which is characterized by high mortality rates, poses a significant threat to global human health. Early diagnosis is of paramount importance in managing cancer, and tumor markers have emerged as crucial indicators for achieving this goal. The advent of precision medicine has further emphasized the need for the effective detection of these markers. However, traditional detection methods are hampered by numerous limitations. In recent years, nanopore technology has emerged as a promising alternative, due to its unique physical and chemical properties, which facilitate rapid, label-free, and amplification-free detection. This Review focuses on the direct detection of tumor markers through nucleic acid analysis and indirect detection mediated by nucleic acids and facilitated by biological nanopores. Furthermore, it also discusses the challenges and prospects of applying biological nanopore sensing technology in early cancer diagnosis, underscoring its potential to revolutionize tumor marker detection.
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Affiliation(s)
- Yameng Jin
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Chemistry and Chemical Engineering, Linyi University, Shandong 276005, China
| | - Junxiao Wang
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Chemistry and Chemical Engineering, Linyi University, Shandong 276005, China
| | - Ruping Tang
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Chemistry and Chemical Engineering, Linyi University, Shandong 276005, China
| | - Yao Jiang
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University, Shandong 276005, China
| | - Dongmei Xi
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Life Science, Linyi University, Shandong 276005, China
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7
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Fu Y, Aganezov S, Mahmoud M, Beaulaurier J, Juul S, Treangen TJ, Sedlazeck FJ. MethPhaser: methylation-based long-read haplotype phasing of human genomes. Nat Commun 2024; 15:5327. [PMID: 38909018 PMCID: PMC11193733 DOI: 10.1038/s41467-024-49588-0] [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] [Accepted: 06/11/2024] [Indexed: 06/24/2024] Open
Abstract
The assignment of variants across haplotypes, phasing, is crucial for predicting the consequences, interaction, and inheritance of mutations and is a key step in improving our understanding of phenotype and disease. However, phasing is limited by read length and stretches of homozygosity along the genome. To overcome this limitation, we designed MethPhaser, a method that utilizes methylation signals from Oxford Nanopore Technologies to extend Single Nucleotide Variation (SNV)-based phasing. We demonstrate that haplotype-specific methylations extensively exist in Human genomes and the advent of long-read technologies enabled direct report of methylation signals. For ONT R9 and R10 cell line data, we increase the phase length N50 by 78%-151% at a phasing accuracy of 83.4-98.7% To assess the impact of tissue purity and random methylation signals due to inactivation, we also applied MethPhaser on blood samples from 4 patients, still showing improvements over SNV-only phasing. MethPhaser further improves phasing across HLA and multiple other medically relevant genes, improving our understanding of how mutations interact across multiple phenotypes. The concept of MethPhaser can also be extended to non-human diploid genomes. MethPhaser is available at https://github.com/treangenlab/methphaser .
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Affiliation(s)
- Yilei Fu
- Department of Computer Science, Rice University, Houston, TX, USA
| | | | - Medhat Mahmoud
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
| | | | - Sissel Juul
- Oxford Nanopore Technologies Inc, New York, NY, USA
| | - Todd J Treangen
- Department of Computer Science, Rice University, Houston, TX, USA.
- Department of Bioengineering, Rice University, Houston, TX, USA.
| | - Fritz J Sedlazeck
- Department of Computer Science, Rice University, Houston, TX, USA.
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA.
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA.
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8
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Lai TY, Ko YC, Chen YL, Lin SF. The Way to Malignant Transformation: Can Epigenetic Alterations Be Used to Diagnose Early-Stage Head and Neck Cancer? Biomedicines 2023; 11:1717. [PMID: 37371812 PMCID: PMC10296077 DOI: 10.3390/biomedicines11061717] [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: 05/14/2023] [Revised: 06/05/2023] [Accepted: 06/13/2023] [Indexed: 06/29/2023] Open
Abstract
Identifying and treating tumors early is the key to secondary prevention in cancer control. At present, prevention of oral cancer is still challenging because the molecular drivers responsible for malignant transformation of the 11 clinically defined oral potentially malignant disorders are still unknown. In this review, we focused on studies that elucidate the epigenetic alterations demarcating malignant and nonmalignant epigenomes and prioritized findings from clinical samples. Head and neck included, the genomes of many cancer types are largely hypomethylated and accompanied by focal hypermethylation on certain specific regions. We revisited prior studies that demonstrated that sufficient uptake of folate, the primary dietary methyl donor, is associated with oral cancer reduction. As epigenetically driven phenotypic plasticity, a newly recognized hallmark of cancer, has been linked to tumor initiation, cell fate determination, and drug resistance, we discussed prior findings that might be associated with this hallmark, including gene clusters (11q13.3, 19q13.43, 20q11.2, 22q11-13) with great potential for oral cancer biomarkers, and successful examples in screening early-stage nasopharyngeal carcinoma. Although one-size-fits-all approaches have been shown to be ineffective in most cancer therapies, the rapid development of epigenome sequencing methods raises the possibility that this nonmutagenic approach may be an exception. Only time will tell.
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Affiliation(s)
- Ting-Yu Lai
- Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu 30013, Taiwan;
- National Institute of Cancer Research, National Health Research Institutes, Miaoli 35053, Taiwan; (Y.-C.K.); (Y.-L.C.)
| | - Ying-Chieh Ko
- National Institute of Cancer Research, National Health Research Institutes, Miaoli 35053, Taiwan; (Y.-C.K.); (Y.-L.C.)
| | - Yu-Lian Chen
- National Institute of Cancer Research, National Health Research Institutes, Miaoli 35053, Taiwan; (Y.-C.K.); (Y.-L.C.)
| | - Su-Fang Lin
- National Institute of Cancer Research, National Health Research Institutes, Miaoli 35053, Taiwan; (Y.-C.K.); (Y.-L.C.)
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