Publications

A collection of my research work.

Spatial integration of multi-omics single-cell data with SIMO

Penghui Yang, Kaiyu Jin, Yue Yao, Lijun Jin, Xin Shao, Chengyu Li, Xiaoyan Lu, Xiaohui Fan

Nature Communications 2025

SIMO integrates spatial and multi-omics single-cell data to reveal the spatial organization of complex biological systems.

DOI

ChatCell: Facilitating Single-Cell Analysis with Natural Language

Yin Fang, Kangwei Liu, Ningyu Zhang, Xinle Deng, Penghui Yang, Zhuo Chen, Xiangru Tang, Mark Gerstein, Xiaohui Fan, Huajun Chen

arXiv preprint 2024

ChatCell leverages large language models to facilitate single-cell analysis through natural language interaction.

DOI

A Single-Cell Landscape of Human Liver Transplantation Reveals a Pathogenic Immune Niche Associated with Early Allograft Dysfunction

Xin Shao, Zheng Wang, Kai Wang, Xiaoyan Lu, Ping Zhang, Rongfang Guo, Jie Liao, Penghui Yang, Shusen Zheng, Xiao Xu, Xiaohui Fan

Engineering 2024

Single-cell transcriptomic analysis of human liver transplantation revealing immune dynamics associated with early allograft dysfunction.

DOI

Revealing spatial multimodal heterogeneity in tissues with SpaTrio

Penghui Yang†, Lijun Jin†, Jie Liao†, Kaiyu Jin, Xin Shao, Chengyu Li, Jingyang Qian, Junyun Cheng, Dingyi Yu, Rongfang Guo, Xiao Xu, Xiaoyan Lu, Xiaohui Fan

Cell Genomics 2023

SpaTrio reveals the spatial multimodal heterogeneity in tissues by integrating spatial transcriptomics with single-cell multi-omics data.

DOI

Single-cell RNA sequencing reveals enhanced antitumor immunity after combined application of PD-1 inhibitor and Shenmai injection in non-small cell lung cancer

Dingyi Yu, Penghui Yang, Xiaoyan Lu, Shaoze Huang, Li Liu, Xiaohui Fan

Cell Communication and Signaling 2023

Single-cell RNA sequencing reveals the immune landscape changes after combined PD-1 inhibitor and Shenmai injection treatment in non-small cell lung cancer.

DOI

Reconstruction of the cell pseudo-space from single-cell RNA sequencing data with scSpace

Jingyang Qian, Jie Liao, Ziqi Liu, Ying Chi, Yin Fang, Yanrong Zheng, Xin Shao, Bingqi Liu, Yongjin Cui, Wenbo Guo, Yining Hu, Hudong Bao, Penghui Yang, Qian Chen, Mingxiao Li, Bing Zhang, Xiaohui Fan

Nature Communications 2023

scSpace reconstructs the pseudo-spatial organization of cells from scRNA-seq data, bridging spatial and single-cell transcriptomics.

DOI

De novo analysis of bulk RNA-seq data at spatially resolved single-cell resolution

Jie Liao, Jingyang Qian, Yin Fang, Zhuo Chen, Xiang Zhuang, Ningyu Zhang, Xin Shao, Haihong Yang, Penghui Yang, Junyun Cheng, Yang Hu, Yining Hu, Lingqi Yu, Jinlu Zhang, Xiaoyan Lu, Li Shao, Dan Wu, Yue Gao, Huajun Chen, Xiaohui Fan

Nature Communications 2022

bulk2space deconvolves bulk RNA-seq data to single-cell and spatial resolution without paired single-cell reference.

DOI

Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk

Xin Shao, Chengyu Li, Haihong Yang, Xiaoyan Lu, Jie Liao, Jingyang Qian, Kai Wang, Junyun Cheng, Penghui Yang, Huajun Chen, Xiao Xu, Xiaohui Fan

Nature Communications 2022

SpaTalk infers cell-cell communication from spatial transcriptomics data using knowledge graph-based approaches.

DOI

Single-cell RNA sequencing reveals the temporal diversity and dynamics of cardiac immunity after myocardial infarction

Kaiyu Jin†, Shan Gao†, Penghui Yang†, Rongfang Guo, Dan Li, Yunsha Zhang, Xiaoyan Lu, Guanwei Fan, Xiaohui Fan

Small Methods 2022

Single-cell RNA sequencing reveals the dynamic changes of cardiac immune cells after myocardial infarction, providing insights into cardiac immunity and potential therapeutic targets.

DOI

Revealing the Transcriptional Heterogeneity of Organ-Specific Metastasis in Human Gastric Cancer Using Single-cell RNA Sequencing

Haiping Jiang†, Dingyi Yu†, Penghui Yang†, Rongfang Guo, Mei Kong, Yuan Gao, Xiongfei Yu, Xiaoyan Lu, Xiaohui Fan

Clinical and Translational Medicine 2022

Single-cell RNA sequencing reveals transcriptional heterogeneity underlying organ-specific metastasis patterns in gastric cancer. (Open Science ExcelLent Author Program)

DOI

Modern research on Chinese medicine based on single-cell omics: technologies and strategies

Penghui Yang, Lijun Jin, Jie Liao, Xin Shao, Lu Li, Xiaoyan Lu, Xiaohui Fan

China Journal of Chinese Materia Medica 2022

A comprehensive review of single-cell omics technologies and their applications in modern Chinese medicine research. (Cover Article)

DOI

scDeepSort: a pre-trained cell-type annotation method for single-cell transcriptomics using deep learning with a weighted graph neural network

Xin Shao, Haihong Yang, Xiang Zhuang, Jie Liao, Penghui Yang, Junyun Cheng, Xiaoyan Lu, Huajun Chen, Xiaohui Fan

Nucleic Acids Research 2021

scDeepSort uses a weighted graph neural network for automated cell-type annotation in single-cell transcriptomics.

DOI