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Stem cells exist in a spectrum of interconvertible pluripotent states. Analyzing hundreds of hiPSCs derived from different individuals, we show the proportions of these pluripotent states vary considerably across lines. We discovered 13 gene network modules (GNMs) and 13 regulatory network modules (RNMs), which were highly correlated with each other suggesting that the coordinated co-accessibility of regulatory elements in the RNMs likely underlied the coordinated expression of genes in the GNMs. Epigenetic analyses revealed that regulatory networks underlying self-renewal and pluripotency have a surprising level of complexity. Genetic analyses identified thousands of regulatory variants that overlapped predicted transcription factor binding sites and were associated with chromatin accessibility in the hiPSCs. We show that the master regulator of pluripotency, the NANOG-OCT4 Complex, and its associated network were significantly enriched for regulatory variants with large effects, suggesting that they may play a role in the varying cellular proportions of pluripotency states between hiPSCs. Our work captures the coordinated activity of tens of thousands of regulatory elements in hiPSCs and bins these elements into discrete functionally characterized regulatory networks, shows that regulatory elements in pluripotency networks harbor variants with large effects, and provides a rich resource for future pluripotent stem cell research.
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http://dx.doi.org/10.1101/2023.05.20.541447 | DOI Listing |
Genome Biol
September 2025
Department of Evolutionary Genetics, Max-Planck Institute for Evolutionary Biology, Plön, Germany.
Background: Most RNA-seq datasets harbor genes with extreme expression levels in some samples. Such extreme outliers are usually treated as technical errors and are removed from the data before further statistical analysis. Here we focus on the patterns of such outlier gene expression to investigate whether they provide insights into the underlying biology.
View Article and Find Full Text PDFPhytother Res
September 2025
Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, China.
To evaluate the efficacy and explore the potential mechanism of curcumin for the treatment and prevention of NSCLC. We searched six databases thoroughly for articles published before December 2024. Stata 15.
View Article and Find Full Text PDFBiochem Biophys Res Commun
September 2025
College of Life Science, Capital Normal University, 100048, Beijing, China. Electronic address:
CALCIUM-DEPENDENT PROTEIN KINASES (CDPKs/CPKs) are central components in plant signaling networks, orchestrating growth, development, and stress responses. However, their functions in thermomorphogenesis-an essential thermal-adaptation response-particularly their coordination with the core transcription factors PHYTOCHROME-INTERACTING FACTORs 4 and 7 (PIF4 and PIF7), remains elusive. Here we show that AtCPK4/5/6/11/12 physically interact with PIF4 and PIF7.
View Article and Find Full Text PDFNeural Netw
September 2025
Dept. of CSE, Konkuk University, Seoul, 05029, Republic of Korea. Electronic address:
Neural network compression problems have been extensively studied to overcome the limitations of compute-intensive deep learning models. Most of the state-of-the-art solutions in this context are based on network pruning that identify and remove unimportant weights, filters or channels. However, existing methods often lack actual speedup or require complex pruning criteria and additional training (fine-tuning) overhead.
View Article and Find Full Text PDFCarbohydr Res
September 2025
Laboratory for Biochemistry & Glycobiology, Ghent University, Department of Biotechnology, Ghent, Belgium. Electronic address:
Lectins are carbohydrate-binding proteins which play key roles in various biological processes, including cell signaling, pathogen recognition and development. Previous research conducted on ricin-B lectin domains and carbohydrate-binding modules of family 13 (CBM13) illustrated the striking resemblances between these two groups of protein domains. In this study, we report on the discovery, identification and putative biochemical characteristics of a ricin-B-like domain that is unique for GH27 enzymes from land plants, identified in the OsAPSE enzyme from Japanese rice (Oryza sativa L.
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