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Method: Early feature extraction drives model performance in high-resolution chromatin accessibility prediction
- Aayush Grover,
- Till Muser,
- Liine Kasak,
- Lin Zhang,
- Ekaterina Krymova,
- and Valentina Boeva
Genome Res. March 2026 36: 619-629; Published in Advance January 12, 2026, doi:10.1101/gr.281042.125
...the advantages of ConvNeXt-based models in predicting high-resolution chromatin accessibility and regulatory effects of genetic variants. By combining ConvNeXt blocks as genomic feature extractors with CNNs, LSTMs, dilated CNNs, and transformers, we established a comprehensive framework of sequence...
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Method: High-resolution spatial transcriptomics in fixed tissue using a cost-effective PCL-seq workflow
- Xue Dong,
- Mengzhu Hu,
- Xiaonan Cui,
- Wenjian Zhou,
- Jingtao Cai,
- Guangyao Mao,
- and Weiyang Shi
Genome Res. September 2025 35: 2052-2063; Published in Advance August 5, 2025, doi:10.1101/gr.279906.124
...regulation layers and the complex mechanisms controlling cellular function.Whereas PCL-seq achieves high-resolution spatial profiling within individual ROIs, broader applications are currently constrained by technical limitations in throughput and ROI discrimination. The moderate ligation efficiency (∼60...
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Method: A novel multislice framework for precision 3D spatial domain reconstruction and disease pathology analysis
- Daijun Zhang,
- Ren Qi,
- Xun Lan,
- and Bin Liu
Genome Res. August 2025 35: 1794-1808; Published in Advance July 14, 2025, doi:10.1101/gr.280281.124
...features, treating them as a third dimension alongside the coordinate data (Hu et al. 2021), and refines the alignment using the ICP algorithm again. In contrast to atlas-based alignment frameworks, such as the Allen Common Coordinate Framework (CCFv3) (Wang et al. 2020b), a high-resolution 3D brain atlas...
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Research: High resolution genomes of multiple Xiphophorus species provide new insights into microevolution, hybrid incompatibility, and epistasis
- Yuan Lu,
- Edward Rice,
- Kang Du,
- Susanne Kneitz,
- Magali Naville,
- Corentin Dechaud,
- Jean-Nicolas Volff,
- Mikki Boswell,
- William Boswell,
- LaDeana Hillier,
- Chad Tomlinson,
- Kremitzki Milin,
- Ronald B. Walter,
- Manfred Schartl,
- and Wesley C. Warren
Genome Res. April 2023 33: 557-571; Published in Advance May 5, 2023, doi:10.1101/gr.277434.122
...High resolution s of multiple Xiphophorus species provide new insights into microevolution, hybrid incompatibility, and epistasis Yuan Lu1,9, Edward Rice2,9, Kang Du1, Susanne Kneitz3, Magali Naville4, Corentin Dechaud4, Jean-Nicolas Volff4, Mikki Boswell1, William Boswell1, LaDeana Hillier5, Chad...
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Method: spRefine denoises and imputes spatial transcriptomics with a reference-free framework powered by genomic language model
- Tianyu Liu,
- Tinglin Huang,
- Wengong Jin,
- Tinyi Chu,
- Rex Ying,
- and Hongyu Zhao
Genome Res. February 3, 2026 gr.281001.125; Published in Advance February 3, 2026, doi:10.1101/gr.281001.125
...spRefine denoises and imputes spatial1 transcriptomics with a reference-free framework2 powered by genomic language model3 Tianyu Liu1,2, Tinglin Huang3, Wengong Jin4,5, Tinyi Chu2, Rex4 Ying3, Hongyu Zhao1,2*5 1Interdepartmental Program in Computational Biology &6 Bioinformatics, Yale University...
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Method: NicE-C efficiently reveals open chromatin–associated chromosome interactions at high resolution
- Zhengyu Luo,
- Ran Zhang,
- Tengfei Hu,
- Yuting Zhu,
- Yueming Wu,
- Wenfei Li,
- Zhi Zhang,
- Xuebiao Yao,
- Haiyi Liang,
- and Xiaoyuan Song
Genome Res. March 2022 32: 534-544; Published in Advance February 1, 2022, doi:10.1101/gr.275986.121
...↵Abdennur N, Mirny LA. 2020. Cooler: scalable storage for Hi-C data and other genomically labeled arrays. Bioinformatics 36: 311–316. doi:10.1093/bioinformatics/btz540 ↵Anders S, Pyl PT, Huber W. 2015. HTSeq—a Python framework to work with high-throughput sequencing data. Bioinformatics 31: 166–169. doi:10...
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Method: High-resolution simulations of chromatin folding at genomic rearrangements in malignant B cells provide mechanistic insights into proto-oncogene deregulation
- Daniel Rico,
- Daniel Kent,
- Nefeli Karataraki,
- Aneta Mikulasova,
- Rolando Berlinguer-Palmini,
- Brian A. Walker,
- Biola M. Javierre,
- Lisa J. Russell,
- and Chris A. Brackley
Genome Res. July 2022 32: 1355-1366; Published in Advance July 21, 2022, doi:10.1101/gr.276028.121
...by a mechanism which is not present in the HiP-HoP framework. Another possibility is that the experimental data lacks sufficient resolution to reveal these features. Many of the predicted ‘within-TAD’ interactions are present in publicly available HiChIP and ChIA-PET data which have higher resolution...
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Research: High-resolution structural genomics reveals new therapeutic vulnerabilities in glioblastoma
- Michael J. Johnston,
- Ana Nikolic,
- Nicoletta Ninkovic,
- Paul Guilhamon,
- Florence M.G. Cavalli,
- Steven Seaman,
- Franz J. Zemp,
- John Lee,
- Aly Abdelkareem,
- Katrina Ellestad,
- Alex Murison,
- Michelle M. Kushida,
- Fiona J. Coutinho,
- Yussanne Ma,
- Andrew J. Mungall,
- Richard Moore,
- Marco A. Marra,
- Michael D. Taylor,
- Peter B. Dirks,
- Trevor J. Pugh,
- Sorana Morrissy,
- Bradley St Croix,
- Douglas J. Mahoney,
- Mathieu Lupien,
- and Marco Gallo
Genome Res. August 2019 29: 1211-1222; Published in Advance June 27, 2019, doi:10.1101/gr.246520.118
...et al. 2015) and cancer (Flavahan et al. 2016) through dysregulation of gene expression programs. The global impact of architecture on transcriptional programs in gliomas and other brain tumors has been difficult to assess because of the lack of high-resolution 3D maps for these cancers. We...
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Mini-Review: The chromatin tapestry as a framework for neurodevelopment
- Ben Nolan,
- Timothy E. Reznicek,
- Christopher T. Cummings,
- and M. Jordan Rowley
Genome Res. October 2024 34: 1477-1486; doi:10.1101/gr.278408.123
...interactions (Fig. 1D) are all part of an interwoven network “tapestry” that provides context for the regulation of gene expression, cell differentiation, and cell fate (Fig. 1). Within this framework, and as discussed below, disruption of one epigenetic thread may or may not impart rippling impacts across...
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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
..., requires efficient computational detection methods due to experimental limitations. Although machine learning predictors have been proposed, their performance could be enhanced through systematic optimization of feature encoding schemes. Here, we propose EnDeep4mC, a dual-adaptive framework integrating...
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