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  1. ...(1) a closely related species from the same genus could serve as biological pseudoreplicates for the considered environmental transition, and/or (2) arid and corresponding mesic species were all dissected and sequenced by us at the same time, ensuring minimal confounding effects.View larger version...
  2. ..., and gene-by-gene-by 354 environment interactions of the MKT1 and SAL1 causal alleles 355 To explore the extent of epistasis between MKT1-30G and SAL1-nfs (i.e., GxG) and the 356 environmental dependence of the effects of these alleles (i.e., GxE), we grew our strains 357 carrying all combinations...
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  3. ...-quality reads and adapters were removed using fastp (v0.20.1) (Chen et al. 2018). The cleaned reads were aligned to the near gap-free reference of CS (Liu et al. 2025; Wang et al. 2025) using BWA-MEM (v0.7.17) with default parameters (Li and Durbin 2009). Genomic data visualization was facilitated using...
  4. ...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...
  5. ...genomic databases and offer mechanisms for sharing synthetic data possessing equivalent statistical properties, all while safeguarding the privacy of individuals. Several recent studies have explored the effectiveness of generative deep neural networks in generating simulated genotypes. Montserrat et al...
  6. ...heritable phenotype. Additionally, SPCs improve rare variant association analyses, reducing genomic inflation (e.g., from 7.6 to 1.2 in one analysis), and provide more accurate heritability estimates. Spatial autocorrelation analysis further confirms the ability of SPCs to account for environmental effects...
  7. ...poses a significant challenge in maintaining practical performance under privacy constraints. Here, we introduce TX-Phase, a secure haplotype phasing method based on the framework of trusted execution environments (TEEs). TX-Phase allows users’ private genomic data to be phased while ensuring data...
  8. ...environments throughout evolution (Taylor and Larson 2019). Species must strike a delicate balance between preserving genetic stability and generating sufficient variability to both maintain species identity and respond to environmental changes. This equilibrium in evolution underpins the unique genetic...
  9. ...family member (Sierant et al. 2025). This indicates that although most defects can be explained in large part by patient genetics, our current knowledge is insufficient to pinpoint the full genetic origin of most individual cases. In addition to environmental factors, unexplained cases presumably involve...
  10. ...acceleration rate based on spatial location. The area with a strong aging association was highlighted in a red circle. (F) Heatmap of cell proximity effects by measuring the interactions of different cell types. spRefine imputes and denoises ST data Genome Research 9 www..org In this article, we have proposed...
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