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Review: A systematic guide for identifying transcription factors that directly regulate the expression of a gene of interest
- Andrew D. Bates,
- Dawid Grzela,
- Maciej Studzian,
- Louise Brennan,
- Moli Williams,
- Conor Fawcett,
- Beth Hammond,
- Manreen Grewal,
- Marcin Ratajewski,
- Lukasz Pulaski,
- and Urszula L. McClurg
Genome Res. March 2026 36: 433-459; Published in Advance February 17, 2026, doi:10.1101/gr.281154.125
..., hinging on the precise binding of transcription factors (TFs) and cofactors to gene regulatory elements such as promoters and enhancers. Although it is relatively routine to profile -wide DNA binding landscapes of proteins, identifying the specific proteins that bind to, and regulate the transcription of...
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Research: Transcriptomic landscape of transposable elements reveals LTR7-PLAAT4 as a potential oncogene and therapeutic target in pancreatic adenocarcinoma
- Meilong Shi,
- Chuanqi Teng,
- Shan Zhang,
- Xiaobo He,
- Lingyun Xu,
- Fengxian Han,
- Rongqi Wen,
- Ganjun Yu,
- Jingwen Liu,
- Yang Feng,
- Yanfeng Wu,
- Yan Ren,
- Gang Jin,
- and Jing Li
Genome Res. February 2026 36: 275-290; Published in Advance January 8, 2026, doi:10.1101/gr.280528.125
...translated TE ORFs (n = 4), TEprof2-predicted ORFs (n = 4), and unannotated genomic regions (n = 2998) (Fig. 8A; Supplemental Table S9). A similar analysis in DAC13 patient-derived pancreatic tumor organoids identified 11,380 HLA-bound peptides. Among them, the TEprof2-derived peptide FLIQHLPLV was predicted...
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Method: Unified integration of spatial transcriptomics across platforms with LLOKI
- Ellie Haber,
- Ajinkya Deshpande,
- Jian Ma,
- and Spencer Krieger
Genome Res. December 2025 35: 2722-2733; Published in Advance November 13, 2025, doi:10.1101/gr.280803.125
...to five ovarian cancer data sets, we identify an integrated gene program indicative of tumor-infiltrating T cells across gene panels. Together, LLOKI provides a robust foundation for cross-platform ST studies, with the potential to scale to large atlas data sets, enabling deeper insights into cellular...
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Research: Nanopore direct RNA sequencing reveals METTL2A-mediated m³C sites in poly(A) RNA
- Shuhei Mitsutomi,
- Anzu Sugawara,
- Masahide Seki,
- Yutaka Suzuki,
- Sotaro Miyao,
- Haozhe Du,
- Kenji Takahashi,
- Yusuke Mizukami,
- Kenzui Taniue,
- and Nobuyoshi Akimitsu
Genome Res. November 2025 35: 2406-2417; Published in Advance October 30, 2025, doi:10.1101/gr.280269.124
...using BEDTools (2.31.0) (Quinlan and Hall 2010), and gene information was annotated accordingly. Cleavage sites for each read were determined based on the assumption that the beginning of Read1 corresponds to the N+1 nucleotide. The m3C sites identified in this study were converted to genomic...
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Method: Deep structural clustering reveals hidden systematic biases in RNA sequencing data
- Qiang Su,
- Yi Long,
- Deming Gou,
- Junmin Quan,
- Xiaoming Zhou,
- and Qizhou Lian
Genome Res. November 2025 35: 2563-2577; Published in Advance September 19, 2025, doi:10.1101/gr.280713.125
...depth derived from genomic alignments. Further analysis of hexamer binding positions across the GAPDH-201 coding regions tracked the genomic starting points of mapped reads, revealing diverse preferences for hexamer priming sites. Approximately 95% of identified hexamer priming sites...
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Research: Widespread specific intron retention events in nuclear RNA complexes identified by sedimentation analysis of pluripotent cellular extracts
- Isabela T. Pereira,
- Izabela Mamede,
- Paulo P. Amaral,
- Gloria R. Franco,
- and John L. Rinn
Genome Res. October 2025 35: 2189-2198; Published in Advance August 26, 2025, doi:10.1101/gr.280431.125
...a choreography of numerous small and large RNPs; even the replication of telomeric DNA requires an RNP. All these examples are stable RNPs that exhibit specific sedimentation rates (e.g., in a sucrose gradient) based on the composition of RNA and protein. In this study, we aimed to identify RNA components...
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Perspective: Challenges in identifying mRNA transcript starts and ends from long-read sequencing data
- Ezequiel Calvo-Roitberg,
- Rachel F. Daniels,
- and Athma A. Pai
Genome Res. November 2024 34: 1719-1734; doi:10.1101/gr.279559.124
...ends of mRNA molecules. Here, we describe the specific challenges of identifying and quantifying mRNA terminal ends with LRS technologies and how these issues influence biological interpretations of LRS data. We then review recent experimental and computational advances designed to alleviate...
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Resource: The ggRibo single-gene viewer reveals insights into translatome and other nucleotide-resolution omics data
- Hsin-Yen Larry Wu,
- Isaiah D. Kaufman,
- and Polly Yingshan Hsu
Genome Res. September 2025 35: 2130-2142; Published in Advance July 22, 2025, doi:10.1101/gr.280480.125
...: The gene view in ggRibo allows users to identify translated isoforms, whether annotated or unannotated. Relying solely on annotated isoforms in single-transcript viewers might overlook translation occurring on unannotated transcripts. Sixth is availability: Online tools may be restrained by server capacity...
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Method: Gene duplication is associated with gene diversification and potential neofunctionalization in lung cancer evolution
- Paul Ashford,
- Alexander M. Frankell,
- Zofia Piszka,
- Camilla S.M. Pang,
- Mahnaz Abbasian,
- Maise Al Bakir,
- Mariam Jamal-Hanjani,
- Nicholas McGranahan,
- Charles Swanton,
- and Christine A. Orengo
Genome Res. March 2026 36: 561-577; Published in Advance February 19, 2026, doi:10.1101/gr.278663.123
...in a genomic area where a gain has occurred; postduplication mutations, as those with a single copy, as previously described (see Methods) (Jamal-Hanjani et al. 2017; Gerstung et al. 2020). These timed FIEs (Fig. 1C) were then used to identify differences between preduplication and postduplication in terms...
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Method: Analysis of coding gene expression from small RNA sequencing
- Aygun Azadova,
- Anthonia Ekperuoh,
- Greg N. Brooke,
- and Antonio Marco
Genome Res. March 2026 36: 611-618; Published in Advance February 10, 2026, doi:10.1101/gr.281364.125
...genomics. Early works in molecular biology on gene expression were limited, because purified RNA is unstable and difficult to work with. However, the discovery (and use in the laboratory) of reverse transcriptase, permitting the controlled synthesis of RNAs into cDNAs (Maniatis et al. 1976...

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