Tool Development
HiCENT GRANGER DeepBID DeepIMAGER DeepScena DEGman SCENA FisherMP MotifClick SPIC CLIMP
开发的计算工具
•GRANGER:基于格兰杰因果关系和循环神经网络用时序单细胞RNA测序数据预测基因调控网络模型。(2025)
Inferring Gene Regulatory Networks from Time-Series scRNA-seq Data via Granger Causal Recurrent Autoencoders (The related article: DOI: 10.1093/bib/bbaf089)
Source code: https://github.com/shaoqiangzhang/GRANGER
•DeepBID:基于深度聚类的多批次单细胞RNA测序数据整合模型。(2024)
A deep learning model for batch integration of single-Cell RNA-seq data by deep clustering (The related article: PMID:38778573)
Source code: https://github.com/shaoqiangzhang/DeepBID
•DeepIMAGER:基于有监督深度学习的单细胞RNA测序数据的基因调控网络预测算法。(2024)
A supervised deep-learning model for predicting cell-specific gene regulatory networks from scRNA-seq and ChIP-seq data. (The related article: PMID:39062480)
Source code: https://github.com/shaoqiangzhang/DeepIMAGER
•DeepScena:基于深度学习的单细胞RNA测序数据的聚类算法。(2023)
Self-supervised deep clustering of single-cell RNA-seq data to hierarchically detect rare cell populations. (The related article: PMID:37769630)
Source code: https://github.com/shaoqiangzhang/DeepScena
•DEGman:单细胞RNA测序数据的差异基因分析工具。(2022)
differentially-expressed genes of scRNA-seq data (The related article: PMID: 36009024)
Source code: https://github.com/shaoqiangzhang/DEGman
•SCENA:单细胞RNA测序数据的细胞聚类算法。(2021)
Consensus clustering of single-cell RNA-seq data by enhancing network affinity (The related article: PMID:34160582)
Source code: https://github.com/shaoqiangzhang/SCENA
•FisherMP:对ChIP-Seq结合峰数据进行模体发现的高效并行算法工具。(2019)
FisherMP: fully parallel algorithm for detecting combinatorial motifs from large ChIP-seq datasets (The related article:PMID:30957858)
Source code: https://github.com/shaoqiangzhang/fishermp
•MotifClick:一个预测转录因子结合位点的模体发现算法。(2011)
MotifClick: A novel motif finding tool for predicting transcription factor binding sites. (The related article: PMID:21679436)
Source code: https://github.com/shaoqiangzhang/motifclick
•SPIC:模体相似性近似计算公式。(2013)
SPIC: a novel metric for calculating transcription factor binding motif similarity (The related publication: PMID:24564945)
Source code: https://github.com/shaoqiangzhang/spic
•CLIMP:一个大规模模体数据并行聚类算法。(2016)
CLIMP:a clustering algorithm for massive data with openMP parallel computing design (The related article:PMID:27487245)
Source code: https://github.com/shaoqiangzhang/climp