scGPA: an LLM-assisted workflow for directional virtual gene perturbation analysis from single-cell transcriptomes

Haijun Tang, Hening Li, Qinghao Zhao, Xiang Zhou, Lei Peng, Yangjie Cai, Rongzhen Lin, Yufeng Li, Yiyi Yuan, Wenyu Feng, Yun Liu, Zezheng Liu, Qingchu Li

Open source

DOI
10.1186/s12864-026-13270-0
Published
2026-08-25
Container
BMC Genomics
Publisher
Springer Science and Business Media LLC
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1186/s12864-026-13270-0,
  title = {scGPA: an LLM-assisted workflow for directional virtual gene perturbation analysis from single-cell transcriptomes},
  author = {Haijun Tang and Hening Li and Qinghao Zhao and Xiang Zhou and Lei Peng and Yangjie Cai and Rongzhen Lin and Yufeng Li and Yiyi Yuan and Wenyu Feng and Yun Liu and Zezheng Liu and Qingchu Li},
  year = {2026},
  journal = {BMC Genomics},
  doi = {10.1186/s12864-026-13270-0},
  url = {https://doi.org/10.1186/s12864-026-13270-0}
}

RIS

TY  - JOUR
TI  - scGPA: an LLM-assisted workflow for directional virtual gene perturbation analysis from single-cell transcriptomes
AU  - Haijun Tang
AU  - Hening Li
AU  - Qinghao Zhao
AU  - Xiang Zhou
AU  - Lei Peng
AU  - Yangjie Cai
AU  - Rongzhen Lin
AU  - Yufeng Li
AU  - Yiyi Yuan
AU  - Wenyu Feng
AU  - Yun Liu
AU  - Zezheng Liu
AU  - Qingchu Li
PY  - 2026
JO  - BMC Genomics
DO  - 10.1186/s12864-026-13270-0
UR  - https://doi.org/10.1186/s12864-026-13270-0
ER  - 

APA

Tang, H., Li, H., Zhao, Q., Zhou, X., Peng, L., Cai, Y., Lin, R., Li, Y., Yuan, Y., Feng, W., Liu, Y., Liu, Z., & Li, Q. (2026). scGPA: an LLM-assisted workflow for directional virtual gene perturbation analysis from single-cell transcriptomes. BMC Genomics. https://doi.org/10.1186/s12864-026-13270-0

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