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  1. Article

    Open Access

    Multi-batch single-cell comparative atlas construction by deep learning disentanglement

    Cell state atlases constructed through single-cell RNA-seq and ATAC-seq analysis are powerful tools for analyzing the effects of genetic and drug treatment-induced perturbations on complex cell systems. Compar...

    Allen W. Lynch, Myles Brown, Clifford A. Meyer in Nature Communications (2023)

  2. Article

    Open Access

    MetaTiME integrates single-cell gene expression to characterize the meta-components of the tumor immune microenvironment

    Recent advances in single-cell RNA sequencing have shown heterogeneous cell types and gene expression states in the non-cancerous cells in tumors. The integration of multiple scRNA-seq datasets across tumors c...

    Yi Zhang, Guanjue **ang, Alva Yijia Jiang, Allen Lynch in Nature Communications (2023)

  3. Article

    Open Access

    Intrinsic bias estimation for improved analysis of bulk and single-cell chromatin accessibility profiles using SELMA

    Genome-wide profiling of chromatin accessibility by DNase-seq or ATAC-seq has been widely used to identify regulatory DNA elements and transcription factor binding sites. However, enzymatic DNA cleavage exhibi...

    Shengen Shawn Hu, Lin Liu, Qi Li, Wen**g Ma, Michael J. Guertin in Nature Communications (2022)

  4. No Access

    Article

    MIRA: joint regulatory modeling of multimodal expression and chromatin accessibility in single cells

    Rigorously comparing gene expression and chromatin accessibility in the same single cells could illuminate the logic of how coupling or decoupling of these mechanisms regulates fate commitment. Here we present...

    Allen W. Lynch, Christina V. Theodoris, Henry W. Long, Myles Brown in Nature Methods (2022)

  5. Article

    Open Access

    Fast alignment and preprocessing of chromatin profiles with Chromap

    As sequencing depth of chromatin studies continually grows deeper for sensitive profiling of regulatory elements or chromatin spatial structures, aligning and preprocessing of these sequencing data have become...

    Haowen Zhang, Li Song, **aotao Wang, Haoyu Cheng, Chenfei Wang in Nature Communications (2021)

  6. No Access

    Article

    CDK4/6 inhibition reprograms the breast cancer enhancer landscape by stimulating AP-1 transcriptional activity

    Pharmacologic inhibitors of cyclin-dependent kinases 4 and 6 (CDK4/6) were designed to induce cancer cell cycle arrest. Recent studies have suggested that these agents also exert other effects, influencing can...

    April C. Watt, Paloma Cejas, Molly J. DeCristo, Otto Metzger-Filho in Nature Cancer (2021)

  7. Article

    Cistrome Data Browser and Toolkit: analyzing human and mouse genomic data using compendia of ChIP-seq and chromatin accessibility data

    The Cistrome Data Browser (DB) at the website (cistrome.org/db) provides about 56,000 published human and mouse ChIP-seq, DNase-seq, and ATAC-seq chromatin profiles, which we have processed using uniform analy...

    Rongbin Zheng, **n Dong, Changxin Wan, **aoying Shi, **aoyan Zhang in Quantitative Biology (2020)

  8. Article

    Open Access

    Integrative analyses of single-cell transcriptome and regulome using MAESTRO

    We present Model-based AnalysEs of Transcriptome and RegulOme (MAESTRO), a comprehensive open-source computational workflow (http://github.com/liulab-dfci/MAESTRO)...

    Chenfei Wang, Dongqing Sun, **n Huang, Changxin Wan, Ziyi Li, Ya Han in Genome Biology (2020)

  9. Article

    Open Access

    Determinants of transcription factor regulatory range

    Characterization of the genomic distances over which transcription factor (TF) binding influences gene expression is important for inferring target genes from TF chromatin immunoprecipitation followed by seque...

    Chen-Hao Chen, Rongbin Zheng, Collin Tokheim, **n Dong, **gyu Fan in Nature Communications (2020)

  10. Article

    Open Access

    Lisa: inferring transcriptional regulators through integrative modeling of public chromatin accessibility and ChIP-seq data

    We developed Lisa (http://lisa.cistrome.org/) to predict the transcriptional regulators (TRs) of differentially expressed or co-expressed gene sets. Based on the i...

    Qian Qin, **gyu Fan, Rongbin Zheng, Changxin Wan, Shenglin Mei, Qiu Wu in Genome Biology (2020)

  11. Article

    Open Access

    ChiLin: a comprehensive ChIP-seq and DNase-seq quality control and analysis pipeline

    Transcription factor binding, histone modification, and chromatin accessibility studies are important approaches to understanding the biology of gene regulation. ChIP-seq and DNase-seq have become the standard...

    Qian Qin, Shenglin Mei, Qiu Wu, Hanfei Sun, Lewyn Li, Len Taing in BMC Bioinformatics (2016)

  12. Article

    Open Access

    High-dimensional genomic data bias correction and data integration using MANCIE

    High-dimensional genomic data analysis is challenging due to noises and biases in high-throughput experiments. We present a computational method matrix analysis and normalization by concordant information enha...

    Chongzhi Zang, Tao Wang, Ke Deng, Bo Li, Sheng’en Hu, Qian Qin in Nature Communications (2016)

  13. No Access

    Article

    Response and resistance to BET bromodomain inhibitors in triple-negative breast cancer

    BET inhibitors that target bromodomain chromatin readers such as BRD4 are being explored as potential therapeutics in cancer; here triple-negative breast cancer cell lines are shown to respond to BET inhibitor...

    Shaokun Shu, Charles Y. Lin, Housheng Hansen He, Robert M. Witwicki in Nature (2016)

  14. No Access

    Article

    Identifying and mitigating bias in next-generation sequencing methods for chromatin biology

  15. In next-generation sequencing (NGS) chromatin profiling experiments technical artefacts may be introduced at any stage, most importantly in fragmenting DNA, se...

  16. Clifford A. Meyer, X. Shirley Liu in Nature Reviews Genetics (2014)

  17. No Access

    Article

    Cyclin C is a haploinsufficient tumour suppressor

    Cyclin C was cloned as a growth-promoting G1 cyclin, and was also shown to regulate gene transcription. Here we report that in vivo cyclin C acts as a haploinsufficient tumour suppressor, by controlling Notch1 on...

    Na Li, Anne Fassl, Joel Chick, Hiroyuki Inuzuka, **aoyu Li in Nature Cell Biology (2014)

  18. Article

    Open Access

    MethylPurify: tumor purity deconvolution and differential methylation detection from single tumor DNA methylomes

    We propose a statistical algorithm MethylPurify that uses regions with bisulfite reads showing discordant methylation levels to infer tumor purity from tumor samples alone. MethylPurify can identify differenti...

    **aoqi Zheng, Qian Zhao, Hua-Jun Wu, Wei Li, Haiyun Wang in Genome Biology (2014)

  19. No Access

    Article

    Refined DNase-seq protocol and data analysis reveals intrinsic bias in transcription factor footprint identification

    Detailed analysis of DNase-seq protocols reveals the importance of choosing the right enzyme concentration and fragment length and cautions that many transcription factor footprints may represent cutting bias.

    Housheng Hansen He, Clifford A Meyer, Sheng'en Shawn Hu, Mei-Wei Chen in Nature Methods (2014)

  20. No Access

    Article

    Target analysis by integration of transcriptome and ChIP-seq data with BETA

    The combination of ChIP-seq and transcriptome analysis is a compelling approach to unravel the regulation of gene expression. Several recently published methods combine transcription factor (TF) binding and ge...

    Su Wang, Hanfei Sun, Jian Ma, Chongzhi Zang, Chenfei Wang, Juan Wang in Nature Protocols (2013)

  21. Article

    Open Access

    A systematic approach identifies FOXA1 as a key factor in the loss of epithelial traits during the epithelial-to-mesenchymal transition in lung cancer

    The epithelial-to-mesenchymal transition is an important mechanism in cancer metastasis. Although transcription factors including SNAIL, SLUG, and TWIST1 regulate the epithelial-to-mesenchymal transition, othe...

    Haiyun Wang, Clifford A Meyer, Teng Fei, Gang Wang, Fan Zhang in BMC Genomics (2013)

  22. Article

    Open Access

    A closer look into DNase I hypersensitivity

    Housheng Hansen He, Clifford A Meyer, Henry Long, X Shirley Liu in Epigenetics & Chromatin (2013)

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