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Method: Autoencoders for genomic variation analysis
- Margarita Geleta,
- Daniel Mas Montserrat,
- Xavier Giro-i-Nieto,
- and Alexander G. Ioannidis
Genome Res. February 2026 36: 348-360; Published in Advance January 20, 2026, doi:10.1101/gr.280086.124
...are needed in order to properly capture the genetic composition of populations. Here, we explore deep learning techniques, namely, variational autoencoders (VAEs), to process genomic data from a population perspective. We show the power of VAEs for a variety of tasks relating to the interpretation...
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Method: ML-MAGES enables multivariate genetic association analyses with genes and effect size shrinkage
- Xiran Liu,
- Lorin Crawford,
- and Sohini Ramachandran
Genome Res. December 2025 35: 2691-2700; Published in Advance November 19, 2025, doi:10.1101/gr.280440.125
...-ε’s univariate clustering (Cheng et al. 2020) to a multivariate scenario and using an infinite mixture model solved by variational inference, our method enables the exploration of complex multitrait association patterns. Our method aggregates SNP-level effects and association clustering results at the gene level...
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Resource: The SynMall resource for characterizing the functional impact of synonymous variation
- Chen Ye,
- Xiaoyan Li,
- Na Cheng,
- Yansen Su,
- and Junfeng Xia
Genome Res. February 2026 36: 421-431; Published in Advance December 17, 2025, doi:10.1101/gr.281257.125
...annotation databases offer limited functional insights for sSNVs. Here, we present SynMall, a comprehensive resource designed to decipher the functional impact of synonymous variation. SynMall catalogs 25 million potential human sSNVs and integrates evolutionary and population information of sSNVs from 45...
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Method: scSHEFT enables multiomics label transfer from scRNA-seq to scATAC-seq through dual alignment
- Zhitao Huang,
- Ruiqing Zheng,
- Pengzhen Jia,
- Xuhua Yan,
- Jinmiao Chen,
- and Min Li
Genome Res. February 2026 36: 387-396; Published in Advance January 20, 2026, doi:10.1101/gr.280410.125
...are proposed to achieve robust interomics embedding alignment and to preserve the variation in original omics features (referred as intraomics alignment). We compare scSHEFT with scNym (Kimmel and Kelley 2021), Portal (Zhao et al. 2022), Concerto (Yang et al. 2022), scGCN (Song et al. 2021), Seurat (Hao et al...
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Method: Read-level genotyping of short tandem repeats using long reads and single-nucleotide variation with STRkit
- David R. Lougheed,
- Tomi Pastinen,
- and Guillaume Bourque
Genome Res. March 2026 36: 578-588; Published in Advance January 15, 2026, doi:10.1101/gr.280766.125
...read-level copy number and motif composition data for STR loci, whereas many other methods do not, enabling analysis of intra-allele variation in STR copy number and motif composition. The approach fills a niche in the STR genotyping software ecosystem and opens up new possibilities for association...
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Method: Nanopore-based consensus sequencing enables accurate multimodal tumor cell-free DNA profiling
- Li-Ting Chen,
- Myrthe Jager,
- Dàmi Rebergen,
- Geertruid J. Brink,
- Tom van den Ende,
- Willem Vanderlinden,
- Pauline Kolbeck,
- Marc Pagès-Gallego,
- Ymke van der Pol,
- Nicolle Besselink,
- Norbert Moldovan,
- Nizar Hami,
- Wigard P. Kloosterman,
- Hanneke van Laarhoven,
- Florent Mouliere,
- Ronald Zweemer,
- Jan Lipfert,
- Sarah Derks,
- Alessio Marcozzi,
- and Jeroen de Ridder
Genome Res. April 2025 35: 886-899; Published in Advance January 13, 2025, doi:10.1101/gr.279144.124
...-nucleotide variations (SNVs) are, however, much harder to identify with low sequencing depth due to sequencing errors. Here, we present Nanopore Rolling Circle Amplification (RCA)-enhanced Consensus Sequencing (NanoRCS), which leverages RCA and consensus calling based on -wide long-read nanopore sequencing to enable...
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Method: ScisTree2 enables large-scale inference of cell lineage trees and genotype calling using efficient local search
- Haotian Zhang,
- Yiming Zhang,
- Teng Gao,
- and Yufeng Wu
Genome Res. December 2025 35: 2781-2791; Published in Advance September 3, 2025, doi:10.1101/gr.280542.125
...variants, which constitute the primary data used for inferring cell lineage trees. The primary class of genomic variants studied in this paper is the single nucleotide variant (SNV). We do not consider more complex variants such as copy number variations (CNVs) for cell lineage tree inference (see...
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Research: Integrating genetic variation with deep learning provides context for variants impacting transcription factor binding during embryogenesis
- Olga M. Sigalova,
- Mattia Forneris,
- Frosina Stojanovska,
- Bingqing Zhao,
- Rebecca R. Viales,
- Adam Rabinowitz,
- Fayrouz Hammal,
- Benoît Ballester,
- Judith B. Zaugg,
- and Eileen E.M. Furlong
Genome Res. May 2025 35: 1138-1153; Published in Advance April 15, 2025, doi:10.1101/gr.279652.124
...genetic variation impacts transcription factor (TF) binding remains a major challenge, limiting our ability to model disease-associated variants. Here, we used a highly controlled system of F1 crosses with extensive genetic diversity to profile allele-specific binding of four TFs at several time points...
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Research: Common cis-regulatory variation modifies the penetrance of pathogenic SHROOM3 variants in craniofacial microsomia
- Hao Zhu,
- Jiao Zhang,
- Soumya Rao,
- Matthew D. Durbin,
- Ying Li,
- Ruirui Lang,
- Jiqiang Liu,
- Baichuan Xiao,
- Hailin Shan,
- Ziqiu Meng,
- Jinmo Wang,
- Xiaokai Tang,
- Zhenni Shi,
- Liza L. Cox,
- Shouqin Zhao,
- Stephanie M. Ware,
- Tiong Y. Tan,
- Michelle de Silva,
- Lyndon Gallacher,
- Ting Liu,
- Jie Mi,
- Changqing Zeng,
- Hou-Feng Zheng,
- Qingguo Zhang,
- Stylianos E. Antonarakis,
- Timothy C. Cox,
- and Yong-Biao Zhang
Genome Res. May 2025 35: 1065-1079; Published in Advance April 15, 2025, doi:10.1101/gr.280047.124
...-Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing 100051, China; 6Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA; 7Victorian Clinical Genetics Service, Royal Children's Hospital and Department of Pediatrics...
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Research: Optical genome mapping enables accurate testing of large repeat expansions
- Bart van der Sanden,
- Kornelia Neveling,
- Syukri Shukor,
- Michael D. Gallagher,
- Joyce Lee,
- Stephanie L. Burke,
- Maartje Pennings,
- Ronald van Beek,
- Michiel Oorsprong,
- Ellen Kater-Baats,
- Eveline Kamping,
- Alide A. Tieleman,
- Nicol C. Voermans,
- Ingrid E. Scheffer,
- Jozef Gecz,
- Mark A. Corbett,
- Lisenka E.L.M. Vissers,
- Andy Wing Chun Pang,
- Alex Hastie,
- Erik-Jan Kamsteeg,
- and Alexander Hoischen
Genome Res. April 2025 35: 810-823; Published in Advance March 20, 2025, doi:10.1101/gr.279491.124
...Optical mapping enables accurate testing of large repeat expansions Bart van der Sanden1, Kornelia Neveling1, Syukri Shukor2, Michael D. Gallagher2, Joyce Lee2, Stephanie L. Burke2, Maartje Pennings1, Ronald van Beek1, Michiel Oorsprong1, Ellen Kater-Baats1, Eveline Kamping1, Alide A. Tieleman3...
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