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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
...“logistic mixing,” a neural network without hidden layers that uses a simple update rule to adjust the output probabilities for better bitstream coding. This idea has been brought to genomic compression of sequencing reads with GeCo3 (Silva et al. 2020). Another recent use of neural networks for DNA...
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Method: Automated interpretable artificial intelligence genomic prediction with AIGP
- Lei Wei,
- Ziqin Jiang,
- Baoliang Fan,
- Yidan Yan,
- Zhenqiang Xu,
- Xiaoxiang Hu,
- and Yuzhe Wang
Genome Res. April 2026 36: 814-826; Published in Advance March 5, 2026, doi:10.1101/gr.281006.125
...from DNA variants to phenotypes, spans the entire central dogma of molecular biology; incorporates various nongenetic factors, such as environmental influences (Yao et al. 2025); and is one of the most challenging tasks in biological prediction. Genomic selection (GS) is the most advanced methodology...
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Research: Genomic regulatory landscape underlying the antiviral response of Atlantic salmon
- Shahmir Naseer,
- Thomas C Clark,
- Bertrand Collet,
- Pooran Dewari,
- Damir Baranasic,
- Daniel J Macqueen,
- Pierre Boudinot,
- and Samuel A.M. Martin
Genome Res. October 22, 2025 gr.280579.125; Published in Advance October 22, 2025, doi:10.1101/gr.280579.125
...provides novel insights into the genomic regulatory landscape underlying antiviral 33 immunity in a farmed fish with a complex . 34 Introduction 35 The innate immune response to viral infection, which is mainly based on the type I interferon 36 (type I IFN) pathway is crucial to both disease progression...
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Method: Seamless, rapid, and accurate analyses of outbreak genomic data using split k-mer analysis
- Romain Derelle,
- Johanna von Wachsmann,
- Tommi Mäklin,
- Joel Hellewell,
- Timothy Russell,
- Ajit Lalvani,
- Leonid Chindelevitch,
- Nicholas J. Croucher,
- Simon R. Harris,
- and John A. Lees
Genome Res. October 2024 34: 1661-1673; Published in Advance October 15, 2024, doi:10.1101/gr.279449.124
..., Imperial College London, London W21PG, United Kingdom; 2European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom; 3Department of Mathematics and Statistics, University of Helsinki, Helsinki 00014, Finland; 4Centre for Mathematical...
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Research: Pangenome analysis reveals families of ubiquitin-ligase adaptors as key genomic divergence drivers that lead to hybrid incompatibility
- Dongying Xie,
- Pohao Ye,
- Yiming Ma,
- and Zhongying Zhao
Genome Res. March 2026 36: 506-521; Published in Advance February 17, 2026, doi:10.1101/gr.280885.125
...and the translocation of one of its members, Cni-neib-1, to the center of Chr IV (Xie et al. 2024), we initially anticipated that the genomic region encompassing Cni-neib-1 would also exhibit rapid evolution. Unexpectedly, the ∼40 kb region surrounding Cni-neib-1 is invariant (>99% sequence identity) across both the cDNA...
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Method: EnDeep4mC predicts DNA N⁴-methylcytosine sites using a dual-adaptive feature encoding framework in deep ensembles
- Shuyu Zhang,
- Quan Zou,
- Mengting Niu,
- Zhibin Lv,
- Antony Stalin,
- and Ximei Luo
Genome Res. March 2026 36: 589-599; Published in Advance February 17, 2026, doi:10.1101/gr.280977.125
...Methods 7: 461–472. doi:10.1038/nmeth.1459 ↵Galeone V, Dabernig-Heinz J, Lohde M, Brandt C, Kohler C, Wagner GE, Hölzer M. 2025. Decoding bacterial methylomes in four public health-relevant microbial species: nanopore sequencing enables reproducible analysis of DNA modifications. BMC Genomics 26: 394. doi...
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Research: Adaptation of centromeres to breakage through local genomic and epigenomic remodeling in wheat
- Jingwei Zhou,
- Yuhong Huang,
- Huan Ma,
- Yiqian Chen,
- Chuanye Chen,
- Fangpu Han,
- and Handong Su
Genome Res. November 2025 35: 2461-2471; Published in Advance September 30, 2025, doi:10.1101/gr.280913.125
...IP-seq enrichment patterns, genomic DNA coverage, and gene annotations across defined centromeric regions. In Dt7DS and Dt7DL, centromere structure and CENH3 positioning remain stable, consistent with the CS reference. In Dt6BL, a contraction of the CENH3-enriched domain is observed, indicating centromere shrinkage...
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Mini-Review: A Hitchhiker's Guide to long-read genomic analysis
- Medhat Mahmoud,
- Daniel P. Agustinho,
- and Fritz J. Sedlazeck
Genome Res. April 2025 35: 545-558; doi:10.1101/gr.279975.124
...variants, and deeper insights into the interplay between epigenetics and genomic variation. This mini-review provides a comprehensive overview of the latest developments in long-read DNA sequencing analysis, encompassing reference-based and de novo assembly approaches. We explore the entire workflow, from...
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Research: The genomic consequences and persistence of sociality in spiders
- Jilong Ma,
- Jesper Bechsgaard,
- Anne Aagaard,
- Palle Villesen,
- Trine Bilde,
- and Mikkel Heide Schierup
Genome Res. March 2025 35: 499-511; Published in Advance February 20, 2025, doi:10.1101/gr.279503.124
...using Juicebox Assembly Tools (Durand et al. 2016) based on consistency of Hi-C contact pattern.Resequencing: DNA extraction and sequencingDNA was extracted from single individuals using the Qiagen blood and tissue kit, and the DNA was sequenced using DNBSEQ-G400.Genome annotationWe annotated six...
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Research: Genomic origin, fragmentomics, and transcriptional properties of long cell-free DNA molecules in human plasma
- Huiwen Che,
- Peiyong Jiang,
- L.Y. Lois Choy,
- Suk Hang Cheng,
- Wenlei Peng,
- Rebecca W.Y. Chan,
- Jing Liu,
- Qing Zhou,
- W.K. Jacky Lam,
- Stephanie C.Y. Yu,
- So Ling Lau,
- Tak Y. Leung,
- John Wong,
- Vincent Wai-Sun Wong,
- Grace L.H. Wong,
- Stephen L. Chan,
- K.C. Allen Chan,
- and Y.M. Dennis Lo
Genome Res. February 2024 34: 189-200; Published in Advance February 26, 2024, doi:10.1101/gr.278556.123
...plasma using long-read sequencing technologies. However, the biological properties of long cfDNA molecules (>500 bp) remain largely unknown. To this end, we have investigated the origins of long cfDNA molecules from different genomic elements. Analysis of plasma cfDNA using long-read sequencing reveals...
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