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Rubin AJ, Parker KR, Satpathy AT, Qi Y, Wu B, Ong AJ, Mumbach MR, Ji AL, Kim DS, Cho SW, Zarnegar BJ, Greenleaf WJ, Chang HY, Khavari PA. Coupled Single-Cell CRISPR Screening and Epigenomic Profiling Reveals Causal Gene Regulatory Networks. Cell 2018; 176:361-376.e17. [PMID: 30580963 DOI: 10.1016/j.cell.2018.11.022] [Citation(s) in RCA: 167] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 09/12/2018] [Accepted: 11/12/2018] [Indexed: 12/31/2022]
Abstract
Here, we present Perturb-ATAC, a method that combines multiplexed CRISPR interference or knockout with genome-wide chromatin accessibility profiling in single cells based on the simultaneous detection of CRISPR guide RNAs and open chromatin sites by assay of transposase-accessible chromatin with sequencing (ATAC-seq). We applied Perturb-ATAC to transcription factors (TFs), chromatin-modifying factors, and noncoding RNAs (ncRNAs) in ∼4,300 single cells, encompassing more than 63 genotype-phenotype relationships. Perturb-ATAC in human B lymphocytes uncovered regulators of chromatin accessibility, TF occupancy, and nucleosome positioning and identified a hierarchy of TFs that govern B cell state, variation, and disease-associated cis-regulatory elements. Perturb-ATAC in primary human epidermal cells revealed three sequential modules of cis-elements that specify keratinocyte fate. Combinatorial deletion of all pairs of these TFs uncovered their epistatic relationships and highlighted genomic co-localization as a basis for synergistic interactions. Thus, Perturb-ATAC is a powerful strategy to dissect gene regulatory networks in development and disease.
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Affiliation(s)
- Adam J Rubin
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Kevin R Parker
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Ansuman T Satpathy
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Yanyan Qi
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Beijing Wu
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Alvin J Ong
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Maxwell R Mumbach
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Andrew L Ji
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Daniel S Kim
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Seung Woo Cho
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Brian J Zarnegar
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - William J Greenleaf
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Applied Physics, Stanford University, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Howard Y Chang
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA.
| | - Paul A Khavari
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; Veterans Affairs Palo Alto Healthcare System, Palo Alto, CA 94304, USA.
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Ng PY, Ong AJ, Gale LS, Dass CR. Treatment of bone disorders with parathyroid hormone: success and pitfalls. Pharmazie 2018; 71:427-433. [PMID: 29442028 DOI: 10.1691/ph.2016.6008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 09/29/2022]
Abstract
Bone diseases such as osteoporosis, osteoarthritis, bone tumours and bone fractures are rather common and not just in the elderly. Parathyroid hormone (PTH) is responsible for maintaining calcium homeostasis, increasing bone mineral density (BMD), increasing cortical and trabecular bone thickness and thus increasing bone strength. Teriparatide (PTH 1-34) has the same effects as endogenous PTH and is pharmacologically used to treat bone diseases such as osteoporosis, osteoarthritis, bone fractures and bone tumours. This review discusses how PTH 1-34 plays a role in managing bone diseases. Clinical studies have shown that short or intermittent dosing of PTH 1-34 has minimal adverse effects, while long-term dosing (over two years) has been linked to de novo osteoarthritis and bone deformation. Currently PTH therapy is only approved in the treatment of post-menopausal osteoporosis, however it is also proven to have effects in treating osteoarthritis, bone tumours and bone fractures. If the patient undergoing therapy is closely monitored, the major pitfalls are very unlikely to take place, thus it is highly recommended that patients be closely monitored by a medical practitioner.
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