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August 28, 2026Genes & DevelopmentOpen Access

Architectural logic of the 3D genome: mechanisms of dysregulation and emerging cancer therapeutics

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Authors

RSRebecca G. SmithHWHannah M. WilsonKSKathleen L. Schiela

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Overview

Perspective reveals mechanisms of 3D genome disruption in cancer, suggesting AI-driven structural modeling can illuminate oncogenic pathways and therapies.

Key Points

  • To evaluate the causal relationship between three-dimensional genome architecture and genome function, and determine how architectural disruptions drive oncogenic transformation in cancer.
  • Synthesized functional genomic evidence distinguishing chromatin-intrinsic properties from architectural protein factors such as cohesin and CTCF.
  • Evaluated cancer-associated perturbations, including noncoding somatic mutations, structural variations, and dysregulated transcriptional machinery.
  • Assessed artificial intelligence and machine learning approaches that predict 3D chromatin conformation from primary DNA sequence and epigenomic features.
  • Intrinsic chromatin modifications and architectural factor alterations causally reshape gene expression programs to promote tumor progression.
  • Higher-order chromatin structures like topologically associating domains actively influence transcription, DNA repair, and DNA replication rather than merely reflecting passive biochemical activity.
  • Machine learning models effectively predict spatial genome folding from linear sequence data, circumventing the high costs and technical complexity of experimental 3D genomic assays.

Cite This Study

Smith et al. (2026) studied this question.

synapsesocial.com/papers/6a916ea0d15324a1df3aa72bhttps://doi.org/10.1101/gad.353831.126
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