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Kim HJ, Booth G, Saunders L, Srivatsan S, McFaline-Figueroa JL, Trapnell C. Nuclear oligo hashing improves differential analysis of single-cell RNA-seq. Nat Commun 2022; 13:2666. [PMID: 35562344 PMCID: PMC9106741 DOI: 10.1038/s41467-022-30309-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 04/26/2022] [Indexed: 11/09/2022] Open
Abstract
Single-cell RNA sequencing (scRNA-seq) offers a high-resolution molecular view into complex tissues, but suffers from high levels of technical noise which frustrates efforts to compare the gene expression programs of different cell types. "Spike-in" RNA standards help control for technical variation in scRNA-seq, but using them with recently developed, ultra-scalable scRNA-seq methods based on combinatorial indexing is not feasible. Here, we describe a simple and cost-effective method for normalizing transcript counts and subtracting technical variability that improves differential expression analysis in scRNA-seq. The method affixes a ladder of synthetic single-stranded DNA oligos to each cell that appears in its RNA-seq library. With improved normalization we explore chemical perturbations with broad or highly specific effects on gene regulation, including RNA pol II elongation, histone deacetylation, and activation of the glucocorticoid receptor. Our methods reveal that inhibiting histone deacetylation prevents cells from executing their canonical program of changes following glucocorticoid stimulation.
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Affiliation(s)
- Hyeon-Jin Kim
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
| | - Greg Booth
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
| | - Lauren Saunders
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
| | - Sanjay Srivatsan
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
| | | | - Cole Trapnell
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA. .,Brotman Baty Institute of Precision Medicine, Seattle, WA, 98195, USA. .,Allen Discovery Center for Cell Lineage Tracing, Seattle, WA, 98195, USA.
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Zhou J, Li Q, Wu H, Tsai SH, Yeh YT. Effective Inhibition of Mitochondrial Metabolism by Cryptotanshinone in MDA-MB231 cells: A Proteomic Analysis. CURR PROTEOMICS 2022. [DOI: 10.2174/1570164618666210208144542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background :
Triple-negative breast cancer (TNBC) is a subtype of invasive cancer in breast with the symptoms of unfavourable prognosis and limited targeted treatment options. Evidence of changes in the metabolic status of TNBC, characterised by increased glycolysis, mitochondrial oxidative phosphorylation, as well as production and utilization of tricarboxylic acid cycle intermediates.
Objective:
Investigate the proteins altered in cryptotanshinone treated MDA-MB-231 cells and explore the key pathways and specific molecular markers involved in cryptotanshinone treatment.
Method:
We use unlabeled quantitative proteomics to gain insight into the anticancer mechanism of cryptotanshinone on MDA-MB231 triple negative breast cancer cells. And flow cytometry was used to detect apoptosis and changes in cell mitochondrial membrane potential.
Results:
We show that inhibiting the expression of electron transport chain complex proteins, also inhibits mitochondrial oxidative phosphorylation. Additionally, down-regulation of the ribosime biogenesis pathway was found to inhibit cell metabolism.
Conclusion:
In summary, results show that cryptotanshinone can trigger rapid and irreversible apoptosis in MDA-MB-231 cells through effectively inhibiting cell metabolism.
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Affiliation(s)
- Jiefeng Zhou
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University,-
Taipei City, Taiwan
- Ningbo AJcore Biosciences Inc., 3rd Floor, Building One, East District, Ningbo New Materials
Innovation Center, High-Tech Zone, Ningbo, China
| | - Qingcao Li
- Laboratory Department,Ningbo Medical Center Li Huili Eastern Hospital,High-Tech Zone, Bingbo, China
| | - Haoran Wu
- Ningbo AJcore Biosciences Inc., 3rd Floor, Building One, East District, Ningbo New Materials
Innovation Center, High-Tech Zone, Ningbo, China
| | - Shin-Han Tsai
- Department of Emergency Medicine, Shuang Ho Hospital, Taipei Medical
University, Institute of Injury Prevention and Control, Taipei Medical University, Taipei City, Taiwan
| | - Yu-Ting Yeh
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University,-
Taipei City, Taiwan
- Information Technology Office, Shuang Ho Hospital, Taipei Medical University, New Taipei City, Taiwan
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Weeks SE, Metge BJ, Samant RS. The nucleolus: a central response hub for the stressors that drive cancer progression. Cell Mol Life Sci 2019; 76:4511-4524. [PMID: 31338556 PMCID: PMC6841648 DOI: 10.1007/s00018-019-03231-0] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 06/25/2019] [Accepted: 07/15/2019] [Indexed: 01/17/2023]
Abstract
The nucleolus is a sub-nuclear body known primarily for its role in ribosome biogenesis. Increased number and/or size of nucleoli have historically been used by pathologists as a prognostic indicator of cancerous lesions. This increase in nucleolar number and/or size is classically attributed to the increased need for protein synthesis in cancer cells. However, evidences suggest that the nucleolus plays critical roles in many cellular functions in both normal cell biology and disease pathologies, including cancer. As new functions of the nucleolus are elucidated, there is mounting evidence to support the role of the nucleolus in regulating additional cellular functions, particularly response to cellular stressors, maintenance of genome stability, and DNA damage repair, as well as the regulation of gene expression and biogenesis of several ribonucleoproteins. This review highlights the central role of the nucleolus in carcinogenesis and cancer progression and discusses how cancer cells may become "addicted" to nucleolar functions.
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Affiliation(s)
- Shannon E Weeks
- Department of Pathology, University of Alabama at Birmingham, WTI 320E, 1824 6th Ave South, Birmingham, AL, 35233, USA
| | - Brandon J Metge
- Department of Pathology, University of Alabama at Birmingham, WTI 320E, 1824 6th Ave South, Birmingham, AL, 35233, USA
| | - Rajeev S Samant
- Department of Pathology, University of Alabama at Birmingham, WTI 320E, 1824 6th Ave South, Birmingham, AL, 35233, USA.
- O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA.
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Binal Z, Açıkgöz E, Kızılay F, Öktem G, Altay B. Cross-talk between ribosome biogenesis, translation, and mTOR in CD133+ 4/CD44+ prostate cancer stem cells. Clin Transl Oncol 2019; 22:1040-1048. [PMID: 31630355 DOI: 10.1007/s12094-019-02229-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 10/04/2019] [Indexed: 12/18/2022]
Abstract
OBJECTIVE To investigate the gene expression profile of CSCs and to explore the key pathways and specific molecular signatures involved in the characteristic of CSCs. MATERIALS AND METHODS CD133+ /CD44+ CSCs and bulk population (non-CSCs) were isolated from DU-145 cells using fluorescence-activated cell sorting (FACS). We used Illumina HumanHT-12 v4 Expression to investigate gene expression profiling of CSCs and non-CSCs. Protein-protein interaction (PPI) network analysis was performed using the STRING database. Biomarkers selected based on gene expression profiling were visually analyzed using immunofluorescence staining method. An image analysis program, ImageJ®, was used for the analysis of fluorescence intensity. RESULTS In microarray analysis, we found that many ribosomal proteins and translation initiation factors that constitute the mTOR complex were highly expressed. PPI analysis using the 33 genes demonstrated that there was a close interaction between ribosome biogenesis, translation, and mTOR signaling. The fluorescence amount of mTOR and MLST8 were higher in CSCs compared to non-CSCs. CONCLUSIONS The increase in a number of genes associated with ribosome biogenesis, translation, and mTOR signaling may be important to evaluate prognosis and determine treatment approach for prostate cancer (PCa). A better understanding of the molecular pathways associated with CSCs may be promising to develop targeted therapies to prolong survival in PCa.
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Affiliation(s)
- Z Binal
- Department of Urology, Faculty of Medicine, Ege University School of Medicine, Ege University, Bornova, PO Box: 35100, 35100, İzmir, Turkey
| | - E Açıkgöz
- Department of Histology and Embryology, Faculty of Medicine, Yuzuncu Yıl University, 65080, Van, Turkey
| | - F Kızılay
- Department of Urology, Faculty of Medicine, Ege University School of Medicine, Ege University, Bornova, PO Box: 35100, 35100, İzmir, Turkey.
| | - G Öktem
- Department of Histology and Embryology, Faculty of Medicine, Ege University, 35100, Izmir, Turkey
| | - B Altay
- Department of Urology, Faculty of Medicine, Ege University School of Medicine, Ege University, Bornova, PO Box: 35100, 35100, İzmir, Turkey
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McGrath J, Panzica L, Ransom R, Withers HG, Gelman IH. Identification of Genes Regulating Breast Cancer Dormancy in 3D Bone Endosteal Niche Cultures. Mol Cancer Res 2019; 17:860-869. [PMID: 30651373 DOI: 10.1158/1541-7786.mcr-18-0956] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Revised: 10/17/2018] [Accepted: 01/07/2019] [Indexed: 01/25/2023]
Abstract
Tumor cell dormancy is a significant clinical problem in breast cancer. We used a three-dimensional (3D) in vitro model of the endosteal bone niche (EN), consisting of endothelial, bone marrow stromal cells, and fetal osteoblasts in a 3D collagen matrix (GELFOAM), to identify genes required for dormancy. Human triple-negative MDA-MB-231 breast cancer cells, but not the bone-tropic metastatic variant, BoM1833, established dormancy in 3D-EN cultures in a p38-MAPK-dependent manner, whereas both cell types proliferated on two-dimensional (2D) plastic or in 3D collagen alone. "Dormancy-reactivation suppressor genes" (DRSG) were identified using a genomic short hairpin RNA (shRNA) screen in MDA-MB-231 cells for gene knockdowns that induced proliferation in the 3D-EN. DRSG candidates enriched for genes controlling stem cell biology, neurogenesis, MYC targets, ribosomal structure, and translational control. Several potential DRSG were confirmed using independent shRNAs, including BHLHE41, HBP1, and WNT3. Overexpression of the WNT3/a antagonists secreted frizzled-related protein 2 or 4 (SFRP2/4) and induced MDA-MB-231 proliferation in the EN. In contrast, overexpression of SFRP3, known not to antagonize WNT3/a, did not induce proliferation. Decreased WNT3 or BHLHE41 expression was found in clinical breast cancer metastases compared with primary-site lesions, and the loss of WNT3 or BHLHE41 or gain of SFRP1, 2, and 4 in the context of TP53 loss/mutation correlated with decreased progression-free and overall survival. IMPLICATIONS: These data describe several novel, potentially targetable pathways controlling breast cancer dormancy in the EN.
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Affiliation(s)
- Julie McGrath
- Department of Cancer Biology, University of Arizona, Tucson, Arizona
| | - Louis Panzica
- University at Buffalo School of Law, Buffalo, New York
| | | | - Henry G Withers
- Department of Cancer Genetics and Genomics, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Irwin H Gelman
- Department of Cancer Genetics and Genomics, Roswell Park Comprehensive Cancer Center, Buffalo, New York.
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