Computational methods for analysing multiscale 3D genome organization

Y Zhang, L Boninsegna, M Yang, T Misteli… - Nature Reviews …, 2024 - nature.com
Recent progress in whole-genome mapping and imaging technologies has enabled the
characterization of the spatial organization and folding of the genome in the nucleus. In …

Explainable artificial intelligence for omics data: a systematic mapping study

PA Toussaint, F Leiser, S Thiebes… - Briefings in …, 2024 - academic.oup.com
Researchers increasingly turn to explainable artificial intelligence (XAI) to analyze omics
data and gain insights into the underlying biological processes. Yet, given the …

[HTML][HTML] Topology regulatory elements: From shaping genome architecture to gene regulation

LF Chen, HK Long - Current opinion in structural biology, 2023 - Elsevier
The importance of 3D genome topology in the control of gene expression is becoming
increasingly apparent, while regulatory mechanisms remain incompletely understood …

Knowledge-augmented Graph Machine Learning for Drug Discovery: From Precision to Interpretability

Z Zhong, D Mottin - Proceedings of the 29th ACM SIGKDD Conference …, 2023 - dl.acm.org
Conventional Artificial Intelligence models are heavily limited in handling complex
biomedical structures (such as 2D or 3D protein and molecule structures) and providing …

In silico discovery of repetitive elements as key sequence determinants of 3D genome folding

LM Gunsalus, MJ Keiser, KS Pollard - Cell Genomics, 2023 - cell.com
Natural and experimental genetic variants can modify DNA loops and insulating boundaries
to tune transcription, but it is unknown how sequence perturbations affect chromatin …

Best practices for interpretable machine learning in computational biology

V Chen, M Yang, W Cui, JS Kim, A Talwalkar, J Ma - Biorxiv, 2022 - biorxiv.org
Advances in machine learning (ML) have enabled the development of next-generation
prediction models for complex computational biology problems. These developments have …

A comprehensive benchmarking with interpretation and operational guidance for the hierarchy of topologically associating domains

J Xu, X Xu, D Huang, Y Luo, L Lin, X Bai… - Nature …, 2024 - nature.com
Topologically associating domains (TADs), megabase-scale features of chromatin spatial
architecture, are organized in a domain-within-domain TAD hierarchy. Within TADs, the …

UNADON: transformer-based model to predict genome-wide chromosome spatial position

M Yang, J Ma - Bioinformatics, 2023 - academic.oup.com
Motivation The spatial positioning of chromosomes relative to functional nuclear bodies is
intertwined with genome functions such as transcription. However, the sequence patterns …

Artificial Intelligence in Plastic Surgery: Advancements, Applications, and Future

TV Duong, VPT Vy, TNK Hung - Cosmetics, 2024 - mdpi.com
Artificial intelligence (AI) is revolutionizing plastic surgery through its remarkable
advancements in various domains such as image analysis, robotic assistance, predictive …

Toward understanding the role of genomic repeat elements in neurodegenerative diseases

Z An, A Jiang, J Chen - Neural Regeneration Research, 2025 - journals.lww.com
Neurodegenerative diseases cause great medical and economic burdens for both patients
and society; however, the complex molecular mechanisms thereof are not yet well …