DNA Motif Knowledge Extraction and Distillation from Big Deep Learning Models in Regulatory Genomics

Project: Research

Research Output

  1. 2024
  2. Published

    AutoCancer as an automated multimodal framework for early cancer detection

    Liu, L., Xiong, Y., Zheng, Z., Huang, L., Song, J., Lin, Q., Tang, B., & 1 othersWong, K., 19 Jul 2024, In: iScience. 27, 7, 110183.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  3. Published

    TP-LMMSG: a peptide prediction graph neural network incorporating flexible amino acid property representation

    Chen, N., Yu, J., Liu, Z., Wang, F., Li, X. & Wong, K., Jul 2024, In: Briefings in Bioinformatics. 25, 4, bbae308.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  4. Published

    DeepSeq2Drug: An expandable ensemble end-to-end anti-viral drug repurposing benchmark framework by multi-modal embeddings and transfer learning

    Xie, W., Yu, J., Huang, L., For, L. S., Zheng, Z., Chen, X., Wang, Y., & 3 othersLiu, Z., Peng, C. & Wong, K., Jun 2024, In: Computers in Biology and Medicine. 175, 108487.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  5. Published

    TransPTM: A transformer-based model for non-histone acetylation site prediction

    Meng, L., Chen, X., Cheng, K., Chen, N., Zheng, Z., Wang, F., Sun, H., & 1 othersWong, K., May 2024, In: Briefings in Bioinformatics. 25, 3, 10 p., bbae219.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  6. Online published

    A unified conditional diffusion framework for dual protein targets based bioactive molecule generation

    Huang, L., Yuan, Z., Yan, H., Sheng, R., Liu, L., Wang, F., Xie, W., & 5 othersChen, N., Huang, F., Huang, S., Wong, K. & Zhang, Y., 11 Apr 2024, (Online published) In: IEEE Transactions on Artificial Intelligence.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  7. Online published

    Discovering DNA shape motifs with multiple DNA shape features: generalization, methods, and validation

    Chen, N., Yu, J., Liu, Z., Meng, L., Li, X. & Wong, K., 4 Apr 2024, (Online published) In: Nucleic Acids Research. gkae210.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  8. Online published

    scGREAT: Transformer-Based Deep-Language Model for Gene Regulatory Network Inference from Single-Cell Transcriptomics

    Wang, Y., Chen, X., Zheng, Z., Huang, L., Xie, W., Wang, F., Zhang, Z., & 1 othersWong, K., 28 Feb 2024, (Online published) In: iScience.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  9. Published

    A dual diffusion model enables 3D molecule generation and lead optimization based on target pockets

    Huang, L., Xu, T., Yu, Y., Zhao, P., Chen, X., Han, J., Xie, Z., & 4 othersLi, H., Zhong, W., Wong, K. & Zhang, H., 2024, In: Nature Communications. 15, 2657.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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  10. Published

    Unsupervised Gene-Cell Collective Representation Learning with Optimal Transport

    Yu, J., Chen, N., Gao, M., Li, X. & Wong, K., 2024, Proceedings of the 38th AAAI Conference on Artificial Intelligence. Dy, J., Natarajan, S. & Wooldridge, M. (eds.). Washington, DC: AAAI Press, p. 356-364 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 38, no. 1).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  11. 2023
  12. Published

    LncRNA-Top: Controlled Deep Learning Approaches for LncRNA Gene Regulatory Relationship Annotations across Different Platforms

    Xie, W., Chen, X., Zheng, Z., Wang, F., Zhu, X., Lin, Q., Sun, Y., & 1 othersWong, K., 17 Nov 2023, In: iScience. 26, 11, 108197.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  13. Online published

    Construction of Immune Infiltration-Related LncRNA Signatures Based on Machine Learning for the Prognosis in Colon Cancer

    Liu, Z., Petinrin, O. O., Toseef, M., Chen, N. & Wong, K., 4 Oct 2023, (Online published) In: Biochemical Genetics.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  14. Published

    Deep transfer learning for clinical decision-making based on high-throughput data: comprehensive survey with benchmark results

    Toseef, M., Petinrin, O. O., Wang, F., Rahaman, S., Liu, Z., LI, X. & WONG, K., Jul 2023, In: Briefings in Bioinformatics. 24, 4, bbad254.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 3
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