Abstract
Genetic diagnostics is driven by technological advances, forming a tight interface between research, clinic and industry, which enables rapid implementation of new technologies. Short-read genome and exome sequencing, the current state of the art in clinical genetics, can detect a broad spectrum of genetic variants across the genome. However, despite these advancements, more than half of individuals with rare diseases remain undiagnosed after genomic investigations. Long-read whole-genome sequencing (LR-WGS) is a promising technology that identifies previously difficult-to-detect variants while also enabling phasing and methylation analysis and has the potential of generating complete personal assemblies. To pave the way for clinical use of LR-WGS, the clinical genomic community must establish standardized protocols and quality parameters while also developing innovative tools for data analysis and interpretation. In this Perspective, we explore the key challenges and benefits in integrating LR-WGS into routine clinical diagnostics.
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References
Lander, E. S. et al. Initial sequencing and analysis of the human genome. Nature 409, 860–921 (2001).
Venter, J. C. et al. The sequence of the human genome. Science 291, 1304–1351 (2001).
Miller, D. T. et al. Consensus statement: chromosomal microarray is a first-tier clinical diagnostic test for individuals with developmental disabilities or congenital anomalies. Am. J. Hum. Genet. 86, 749–764 (2010).
Choi, M. et al. Genetic diagnosis by whole exome capture and massively parallel DNA sequencing. Proc. Natl Acad. Sci. USA 106, 19096–19101 (2009).
Ng, S. B. et al. Targeted capture and massively parallel sequencing of 12 human exomes. Nature 461, 272–276 (2009).
Gilissen, C. et al. Genome sequencing identifies major causes of severe intellectual disability. Nature 511, 344–347 (2014).
Investigators, G. P. P. et al. 100,000 genomes pilot on rare-disease diagnosis in health care — preliminary report. N. Engl. J. Med. 385, 1868–1880 (2021).
Stranneheim, H. et al. Integration of whole genome sequencing into a healthcare setting: high diagnostic rates across multiple clinical entities in 3219 rare disease patients. Genome Med. 13, 40 (2021).
Ebert, P. et al. Haplotype-resolved diverse human genomes and integrated analysis of structural variation. Science 372, eabf7117 (2021).
Hiatt, S. M. et al. Long-read genome sequencing for the molecular diagnosis of neurodevelopmental disorders. HGG Adv. 2, 100023 (2021).
Eisfeldt, J. et al. A national long-read sequencing study on chromosomal rearrangements uncovers hidden complexities. Genome Res. 34, 1774–1784 (2024).
Bilgrav Saether, K. et al. Leveraging the T2T assembly to resolve rare and pathogenic inversions in reference genome gaps. Genome Res. 34, 1785–1797 (2024).
Nurk, S. et al. The complete sequence of a human genome. Science 376, 44–53 (2022).
Hiatt, S. M. et al. Long-read genome sequencing and variant reanalysis increase diagnostic yield in neurodevelopmental disorders. Genome Res. 34, 1747–1762 (2024).
Hops, W. et al. HiFi long-read genomes for difficult-to-detect, clinically relevant variants. Am. J. Hum. Genet. 112, 450–456 (2025).
Steyaert, W. et al. Unravelling undiagnosed rare disease cases by HiFi long-read genome sequencing. Genome Res. https://doi.org/10.1101/gr.279414.124 (2025).
Leitao, E., Schroder, C. & Depienne, C. Identification and characterization of repeat expansions in neurological disorders: methodologies, tools, and strategies. Rev. Neurol. 180, 383–392 (2024).
Eggermann, T. et al. Imprinting disorders. Nat. Rev. Dis. Primers 9, 33 (2023).
Greene, D. et al. Mutations in the U4 snRNA gene RNU4-2 cause one of the most prevalent monogenic neurodevelopmental disorders. Nat. Med. 30, 2165–2169 (2024).
Chen, Y. et al. De novo variants in the RNU4-2 snRNA cause a frequent neurodevelopmental syndrome. Nature 632, 832–840 (2024).
Ganesh, V. S. et al. Neurodevelopmental disorder caused by deletion of CHASERR, a lncRNA gene. N. Engl. J. Med. 391, 1511–1518 (2024).
Magnusson, M. et al. Loqusdb: added value of an observations database of local genomic variation. BMC Bioinformatics 21, 273 (2020).
Gonzalez-Del Pozo, M. et al. A comprehensive WGS-based pipeline for the identification of new candidate genes in inherited retinal dystrophies. npj Genom. Med. 7, 17 (2022).
Kohler, S. et al. The Human Phenotype Ontology in 2021. Nucleic Acids Res. 49, D1207–D1217 (2021).
Martin, A. R. et al. PanelApp crowdsources expert knowledge to establish consensus diagnostic gene panels. Nat. Genet. 51, 1560–1565 (2019).
Amberger, J. S., Bocchini, C. A., Schiettecatte, F., Scott, A. F. & Hamosh, A. OMIM.org: Online Mendelian Inheritance in Man (OMIM®), an online catalog of human genes and genetic disorders. Nucleic Acids Res. 43, D789–D798 (2015).
Acuna-Hidalgo, R., Veltman, J. A. & Hoischen, A. New insights into the generation and role of de novo mutations in health and disease. Genome Biol. 17, 241 (2016).
Tesi, B. et al. Precision medicine in rare diseases: what is next? J. Intern. Med. 294, 397–412 (2023).
Chen, X. et al. Spinal muscular atrophy diagnosis and carrier screening from genome sequencing data. Genet. Med. 22, 945–953 (2020).
Dolzhenko, E. et al. ExpansionHunter: a sequence-graph-based tool to analyze variation in short tandem repeat regions. Bioinformatics 35, 4754–4756 (2019).
Maggi, J. et al. Limited added diagnostic value of whole genome sequencing in genetic testing of inherited retinal diseases in a Swiss patient cohort. Int. J. Mol. Sci. 25, 6540 (2024).
Yang, M. et al. Diagnostic utility of whole genome sequencing after negative karyotyping/chromosomal microarray in infants born with multiple congenital anomalies. J. Korean Med. Sci. 39, e250 (2024).
Lionel, A. C. et al. Improved diagnostic yield compared with targeted gene sequencing panels suggests a role for whole-genome sequencing as a first-tier genetic test. Genet. Med. 20, 435–443 (2018).
Katsanis, N. et al. Triallelic inheritance in Bardet–Biedl syndrome, a Mendelian recessive disorder. Science 293, 2256–2259 (2001).
Smail, C. et al. Complex trait associations in rare diseases and impacts on Mendelian variant interpretation. Nat. Commun. 15, 8196 (2024).
Lemmers, R. J. et al. Digenic inheritance of an SMCHD1 mutation and an FSHD-permissive D4Z4 allele causes facioscapulohumeral muscular dystrophy type 2. Nat. Genet. 44, 1370–1374 (2012).
Grigelioniene, G. et al. Gain-of-function mutation of microRNA-140 in human skeletal dysplasia. Nat. Med. 25, 583–590 (2019).
Spielmann, M. & Mundlos, S. Looking beyond the genes: the role of non-coding variants in human disease. Hum. Mol. Genet. 25, R157–R165 (2016).
Weischenfeldt, J. & Ibrahim, D. M. When 3D genome changes cause disease: the impact of structural variations in congenital disease and cancer. Curr. Opin. Genet. Dev. 80, 102048 (2023).
Yepez, V. A. et al. Clinical implementation of RNA sequencing for Mendelian disease diagnostics. Genome Med. 14, 38 (2022).
Carrasco-Zanini, J. et al. Proteomic signatures improve risk prediction for common and rare diseases. Nat. Med. 30, 2489–2498 (2024).
Chantada-Vazquez, M. D. P., Bravo, S. B., Barbosa-Gouveia, S., Alvarez, J. V. & Couce, M. L. Proteomics in inherited metabolic disorders. Int. J. Mol. Sci. 23, 6540 (2022).
Lunke, S. et al. Integrated multi-omics for rapid rare disease diagnosis on a national scale. Nat. Med. 29, 1681–1691 (2023).
Ewing, A. D. et al. Nanopore sequencing enables comprehensive transposable element epigenomic profiling. Mol. Cell 80, 915–928 (2020).
Robinson, J. T. et al. Integrative Genomics Viewer. Nat. Biotechnol. 29, 24–26 (2011).
Chaisson, M. J. P., Sulovari, A., Valdmanis, P. N., Miller, D. E. & Eichler, E. E. Advances in the discovery and analyses of human tandem repeats. Emerg. Top. Life Sci. 7, 361–381 (2023).
Porubsky, D. et al. A familial, telomere-to-telomere reference for human de novo mutation and recombination from a four-generation pedigree. Preprint at bioRxiv https://doi.org/10.1101/2024.08.05.606142 (2024).
Chen, X. et al. Comprehensive SMN1 and SMN2 profiling for spinal muscular atrophy analysis using long-read PacBio HiFi sequencing. Am. J. Hum. Genet. 110, 240–250 (2023).
Funderburk, S. J., Spence, M. A. & Sparkes, R. S. Mental retardation associated with ‘balanced’ chromosome rearrangements. Am. J. Hum. Genet. 29, 136–141 (1977).
Jacobs, P. A. Correlation between euploid structural chromosome rearrangements and mental subnormality in humans. Nature 249, 164–165 (1974).
Ten Berk de Boer, E. et al. Long-read sequencing and optical mapping generates near T2T assemblies that resolves a centromeric translocation. Sci. Rep. 14, 9000 (2024).
Abel, H. J. et al. Mapping and characterization of structural variation in 17,795 human genomes. Nature 583, 83–89 (2020).
Gustafson, J. A. et al. High-coverage nanopore sequencing of samples from the 1000 Genomes Project to build a comprehensive catalog of human genetic variation. Genome Res. 34, 2061–2073 (2024).
Liao, W. W. et al. A draft human pangenome reference. Nature 617, 312–324 (2023).
Kronenberg, Z. et al. The Platinum Pedigree: a long-read benchmark for genetic variants. Preprint at bioRxiv https://doi.org/10.1101/2024.10.02.616333 (2024).
Mitsuhashi, S., Frith, M. C. & Matsumoto, N. Genome-wide survey of tandem repeats by nanopore sequencing shows that disease-associated repeats are more polymorphic in the general population. BMC Med. Genomics 14, 17 (2021).
Baekgaard, C. H., Lester, E. B., Moller-Larsen, S., Lauridsen, M. F. & Larsen, M. J. NanoImprint: a DNA methylation tool for clinical interpretation and diagnosis of common imprinting disorders using nanopore long-read sequencing. Ann. Hum. Genet. 88, 392–398 (2024).
Eisfeldt, J. et al. Resolving complex duplication variants in autism spectrum disorder using long-read genome sequencing. Genome Res. 34, 1763–1773 (2024).
Levy, M. A. et al. Novel diagnostic DNA methylation episignatures expand and refine the epigenetic landscapes of Mendelian disorders. HGG Adv. 3, 100075 (2022).
Geysens, M. et al. Clinical evaluation of long-read sequencing-based episignature detection in developmental disorders. Genome Med. 17, 1 (2025).
De Clercq, G. et al. Full characterization of unresolved structural variation through long-read sequencing and optical genome mapping. Sci. Rep. 14, 29142 (2024).
Koren, S. et al. Gapless assembly of complete human and plant chromosomes using only nanopore sequencing. Genome Res. 34, 1919–1930 (2024).
Wenger, A. M. et al. Accurate circular consensus long-read sequencing improves variant detection and assembly of a human genome. Nat. Biotechnol. 37, 1155–1162 (2019).
Kruglyak, S. et al. Characterizing and addressing error modes to improve sequencing accuracy. Preprint at bioRxiv https://doi.org/10.1101/2024.02.01.578321 (2024).
Tesi, N. et al. Characterizing tandem repeat complexities across long-read sequencing platforms with TREAT and otter. Genome Res. 34, 1942–1953 (2024).
Douvlataniotis, K., Bensberg, M., Lentini, A., Gylemo, B. & Nestor, C. E. No evidence for DNA N6-methyladenine in mammals. Sci. Adv. 6, eaay3335 (2020).
Lenner, F. et al. Nallo: a comprehensive Nextflow pipeline for long-read rare disease analysis. GitHub https://github.com/genomic-medicine-sweden/nallo (2025).
Hon, T. et al. Highly accurate long-read HiFi sequencing data for five complex genomes. Sci. Data 7, 399 (2020).
Ni, P. et al. DNA 5-methylcytosine detection and methylation phasing using PacBio circular consensus sequencing. Nat. Commun. 14, 4054 (2023).
Jain, M., Olsen, H. E., Paten, B. & Akeson, M. The Oxford Nanopore MinION: delivery of nanopore sequencing to the genomics community. Genome Biol. 17, 239 (2016).
Pages-Gallego, M. & de Ridder, J. Comprehensive benchmark and architectural analysis of deep learning models for nanopore sequencing basecalling. Genome Biol. 24, 71 (2023).
Stanojević, D., Lin, D., Florez de Sessions, P. & Šikić, M. Telomere-to-telomere phased genome assembly using error-corrected Simplex nanopore reads. Preprint at bioRxiv https://doi.org/10.1101/2024.05.18.594796 (2024).
Jorgensen, M. W., Miceikaite, I. & Larsen, M. J. nanoNIPT: short-fragment nanopore sequencing of cell-free DNA for non-invasive prenatal testing of fetal aneuploidies and sex chromosome aberrations. Prenat. Diagn. 43, 314–317 (2023).
Jain, M. et al. Nanopore sequencing and assembly of a human genome with ultra-long reads. Nat. Biotechnol. 36, 338–345 (2018).
Dorey, A. & Howorka, S. Nanopore DNA sequencing technologies and their applications towards single-molecule proteomics. Nat. Chem. 16, 314–334 (2024).
Loukanov, A., Filipov, C., Mladenova, P., Toshev, S. & Emin, S. Electron microscopic visualization of complementary labeled DNA with platinum-containing guanine derivative. Microsc. Res. Tech. 79, 280–284 (2016).
Mittal, S. & Pathak, B. Towards a graphene semi/hybrid-nanogap: a new architecture for ultrafast DNA sequencing. Nanoscale 15, 757–767 (2023).
Liu, S. et al. Targeted transcriptome analysis using synthetic long read sequencing uncovers isoform reprograming in the progression of colon cancer. Commun. Biol. 4, 506 (2021).
Watson, J. D. & Crick, F. H. Molecular structure of nucleic acids; a structure for deoxyribose nucleic acid. Nature 171, 737–738 (1953).
Tjio, J. H. & Levan, A. The chromosome number of man. Hereditas 42, U1–U6 (1956).
Lejeune, J., Turpin, R. & Gautier, M. [Chromosomic diagnosis of mongolism]. Arch. Fr. Pediatr. 16, 962–963 (1959).
Caspersson, T., Zech, L., Johansson, C. & Modest, E. J. Identification of human chromosomes by DNA-binding fluorescent agents. Chromosoma 30, 215–227 (1970).
Smith, L. M., Fung, S., Hunkapiller, M. W., Hunkapiller, T. J. & Hood, L. E. The synthesis of oligonucleotides containing an aliphatic amino group at the 5′ terminus: synthesis of fluorescent DNA primers for use in DNA sequence analysis. Nucleic Acids Res. 13, 2399–2412 (1985).
Sanger, F., Nicklen, S. & Coulson, A. R. DNA sequencing with chain-terminating inhibitors. Proc. Natl Acad. Sci. USA 74, 5463–5467 (1977).
Pinkel, D. et al. Fluorescence in situ hybridization with human chromosome-specific libraries: detection of trisomy 21 and translocations of chromosome 4. Proc. Natl Acad. Sci. USA 85, 9138–9142 (1988).
Riordan, J. R. et al. Identification of the cystic fibrosis gene: cloning and characterization of complementary DNA. Science 245, 1066–1073 (1989).
Solinas-Toldo, S. et al. Matrix-based comparative genomic hybridization: biochips to screen for genomic imbalances. Genes Chromosomes Cancer 20, 399–407 (1997).
Acknowledgements
A.L. was supported by grants from the Swedish Research Council (2019-02078), Region Stockholm (FoUI-1000468 and FoUI-978581), the Rare Diseases Research Foundation (Sällsyntafonden), the Swedish Brain Foundation (FO2024-0128-HK-44) and the Swedish Cancer Society (24 3504 Pj).
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Conceptualization: J.E. and A.L.; writing of manuscript: J.E., M.E., M.N. and A.L.; figures: J.E., A.L. and M.E.
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Eisfeldt, J., Ek, M., Nordenskjöld, M. et al. Toward clinical long-read genome sequencing for rare diseases. Nat Genet (2025). https://doi.org/10.1038/s41588-025-02160-y
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DOI: https://doi.org/10.1038/s41588-025-02160-y