Lingyan Zheng

scPert predicts single-cell transcriptomic responses to genetic perturbations by integrating large language model embeddings and biological knowledge, improving accuracy in both single-gene and combinatorial perturbations.

AnnoPRO improves protein function annotation by using image-like representations and multimodal deep learning, showing better performance for rare protein families.