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Milanese JS, Marcotte R, Costain WJ, Kablar B, Drouin S. Roles of Skeletal Muscle in Development: A Bioinformatics and Systems Biology Overview. ADVANCES IN ANATOMY, EMBRYOLOGY, AND CELL BIOLOGY 2023; 236:21-55. [PMID: 37955770 DOI: 10.1007/978-3-031-38215-4_2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2023]
Abstract
The ability to assess various cellular events consequent to perturbations, such as genetic mutations, disease states and therapies, has been recently revolutionized by technological advances in multiple "omics" fields. The resulting deluge of information has enabled and necessitated the development of tools required to both process and interpret the data. While of tremendous value to basic researchers, the amount and complexity of the data has made it extremely difficult to manually draw inference and identify factors key to the study objectives. The challenges of data reduction and interpretation are being met by the development of increasingly complex tools that integrate disparate knowledge bases and synthesize coherent models based on current biological understanding. This chapter presents an example of how genomics data can be integrated with biological network analyses to gain further insight into the developmental consequences of genetic perturbations. State of the art methods for conducting similar studies are discussed along with modern methods used to analyze and interpret the data.
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Affiliation(s)
| | - Richard Marcotte
- Human Health Therapeutics, National Research Council of Canada , Montreal, QC, Canada
| | - Willard J Costain
- Human Health Therapeutics, National Research Council of Canada, Ottawa, ON, Canada
| | - Boris Kablar
- Department of Medical Neuroscience, Anatomy and Pathology, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
| | - Simon Drouin
- Human Health Therapeutics, National Research Council of Canada , Montreal, QC, Canada.
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Yu S, Joshi P, Park YJ, Yu KN, Lee MY. Deconvolution of images from 3D printed cells in layers on a chip. Biotechnol Prog 2017; 34:445-454. [PMID: 29240313 DOI: 10.1002/btpr.2591] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Revised: 11/19/2017] [Indexed: 01/14/2023]
Abstract
Layer-by-layer cell printing is useful in mimicking layered tissue structures inside the human body and has great potential for being a promising tool in the field of tissue engineering, regenerative medicine, and drug discovery. However, imaging human cells cultured in multiple hydrogel layers in 3D-printed tissue constructs is challenging as the cells are not in a single focal plane. Although confocal microscopy could be a potential solution for this issue, it compromises the throughput which is a key factor in rapidly screening drug efficacy and toxicity in pharmaceutical industries. With epifluorescence microscopy, the throughput can be maintained at a cost of blurred cell images from printed tissue constructs. To rapidly acquire in-focus cell images from bioprinted tissues using an epifluorescence microscope, we created two layers of Hep3B human hepatoma cells by printing green and red fluorescently labeled Hep3B cells encapsulated in two alginate layers in a microwell chip. In-focus fluorescent cell images were obtained in high throughput using an automated epifluorescence microscopy coupled with image analysis algorithms, including three deconvolution methods in combination with three kernel estimation methods, generating a total of nine deconvolution paths. As a result, a combination of Inter-Level Intra-Level Deconvolution (ILILD) algorithm and Richardson-Lucy (RL) kernel estimation proved to be highly useful in bringing out-of-focus cell images into focus, thus rapidly yielding more sensitive and accurate fluorescence reading from the cells in different layers. © 2017 American Institute of Chemical Engineers Biotechnol. Prog., 34:445-454, 2018.
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Affiliation(s)
- Sean Yu
- Dept. of Chemical and Biomedical Engineering, Cleveland State University, 455 Fenn Hall, 1960 East 24th Street, Cleveland, OH, 44115
| | - Pranav Joshi
- Dept. of Chemical and Biomedical Engineering, Cleveland State University, 455 Fenn Hall, 1960 East 24th Street, Cleveland, OH, 44115
| | - Yi Ju Park
- Advanced Technology Inc. (ATI), 112 Gaetbeol-ro, Yeonsu-gu, Incheon, Republic of Korea
| | - Kyeong-Nam Yu
- Dept. of Chemical and Biomedical Engineering, Cleveland State University, 455 Fenn Hall, 1960 East 24th Street, Cleveland, OH, 44115
| | - Moo-Yeal Lee
- Dept. of Chemical and Biomedical Engineering, Cleveland State University, 455 Fenn Hall, 1960 East 24th Street, Cleveland, OH, 44115
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Kim HC, Heo JY, Lee TK, Cho SG, Kwon YJ. Optimization of Cell-Based cDNA Microarray Conditions for Gene Functional Studies in HEK293 Cells. SLAS DISCOVERY 2017; 22:1053-1059. [PMID: 28324659 DOI: 10.1177/2472555217699823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Since the cell-based cDNA microarray (CBCM) technique has been a useful tool for gain-of-function studies, many investigators have used CBCMs to identify interesting genes. However, this method requires better-established conditions to ensure high reverse transfection efficiency without cross-contamination. Therefore, we optimized CBCM techniques through various means. We determined that Lipofectamine 2000 was the most appropriate transfection reagent by evaluating eight commercialized reagents, and we determined that the most effective concentrations for printing solution constituents were 0.2 M sucrose (to yield a final concentration of 32 mM) and 0.2% gelatin (to yield a final concentration 0.075%). After examining various combinations, we also determined that the best concentrations of cDNA and transfection reagent for optimal reverse transfection efficiency were 1.5 µg/5 µL of cDNA and 5.5 µL of Lipofectamine 2000. Finally, via a time course, we determined that 72 h was the most effective reaction duration for reverse transfection, and we confirmed the stability of cDNA spot activity of CBCMs for various storage periods. In summary, the CBCM conditions that we have identified can provide more effective outcomes for cDNA reverse transfection on microarrays.
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Affiliation(s)
- Hi Chul Kim
- 1 Institut Pasteur Korea, Gyeonggi-do, Republic of Korea.,2 Department of Animal Biotechnology and Incurable Disease Animal Model & Stem Cell Institute (IDASI), Konkuk University, Seoul, Republic of Korea
| | - Jin Yeong Heo
- 1 Institut Pasteur Korea, Gyeonggi-do, Republic of Korea
| | - Tae-Kyu Lee
- 1 Institut Pasteur Korea, Gyeonggi-do, Republic of Korea
| | - Ssang-Goo Cho
- 2 Department of Animal Biotechnology and Incurable Disease Animal Model & Stem Cell Institute (IDASI), Konkuk University, Seoul, Republic of Korea
| | - Yong-Jun Kwon
- 1 Institut Pasteur Korea, Gyeonggi-do, Republic of Korea.,3 Ksilink, Strasbourg, France
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Kim HC, Shum D, Seol HS, Jang SJ, Cho SG, Kwon YJ. Development of Cell-Defined Lentivirus-Based Microarray for Mammalian Cells. SLAS DISCOVERY 2016; 22:108-113. [PMID: 27703081 DOI: 10.1177/1087057116672417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Although reverse transfection cell microarray (RTCM) is a powerful tool for mammalian cell studies, the technique is not appropriate for cells that are difficult to transfect. The lentivirus-infected cell microarray (LICM) technique was designed to improve overall efficiency. However, LICM presents new challenges because individual lentiviral particles can spread through the cell population, leading to cross-contamination. Therefore, we designed a cell-defined lentivirus microarray (CDLM) technique using cell-friendly biomaterials that are controlled by cell attachment timing. We selected poly-l-lysine (PLL) with Matrigel as the best combination of biomaterials for cell-defined culture. We used 2 µL PLL to determine by titration the optimum concentration required (0.04% stock, 0.005% final concentration). We also determined the optimum concentration of 10 µL of lentivirus particles for maximum reverse infection efficiency (1 × 108 infectious units [IFU]/mL stock, 62.5% final concentration) and established the best combination of components for the lentivirus mixture (10 µL of lentivirus particles and 2 µL each of siGLO Red dye, Matrigel, and 0.04% PLL). Finally, we validated both the effect of reverse infection in various cell lines and lentivirus spot activity in CDLM by storage period. This method provides an effective lentivirus-infected cell microarray for large-scale gene function studies.
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Affiliation(s)
- Hi Chul Kim
- 1 Institut Pasteur Korea, IP-Korea, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea.,2 Department of Animal Biotechnology and Incurable Disease Animal Model & Stem Cell Institute (IDASI), Konkuk University, Seoul, Republic of Korea
| | - David Shum
- 1 Institut Pasteur Korea, IP-Korea, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Hyang Sook Seol
- 3 Asan Institute for Life Science, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Se Jin Jang
- 3 Asan Institute for Life Science, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Ssang-Goo Cho
- 2 Department of Animal Biotechnology and Incurable Disease Animal Model & Stem Cell Institute (IDASI), Konkuk University, Seoul, Republic of Korea
| | - Yong-Jun Kwon
- 1 Institut Pasteur Korea, IP-Korea, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea.,Ksilink, 16, Rue d'Ankara 67000 Strasbourg, France
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Kim HC, Kim GH, Shum D, Cho SG, Lee EJ, Kwon YJ. The monitoring of gene functions on a cell-defined siRNA microarray in human bone marrow stromal and U2OS cells. Data Brief 2016; 7:673-8. [PMID: 27054175 PMCID: PMC4802669 DOI: 10.1016/j.dib.2016.03.040] [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: 02/10/2016] [Revised: 03/04/2016] [Accepted: 03/07/2016] [Indexed: 11/26/2022] Open
Abstract
Here, we developed a cell defined siRNA microarray (CDSM) for human bone marrow stromal cells (hBMSCs) designed to control the culture of cells inside the spot area without reducing the efficiency of siRNA silencing, "Development of a cell-defined siRNA microarray for analysis of gene functionin human bone marrow stromal cells" (Kim et al., 2016 [1]). First, we confirmed that p65 protein inhibition efficiency was maintained when hBMSCs were culture for 7 days on the siRNA spot, and siRNA spot activity remained in spite of long term storage (10 days and 2 months). Additionally, we confirmed p65 protein inhibition in U2OS cells after 48 h reverse transfection.
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Affiliation(s)
- Hi Chul Kim
- Institut Pasteur Korea, IP-Korea, 696 Sampyeong-dong, Bundang-gu, Seongnam-si, Gyeonggi-do 463-400, Republic of Korea; Department of Animal Biotechnology (BK21), Animal Resources Research Center, Konkuk University, Seoul 143-702, Republic of Korea
| | - Gi-Hwan Kim
- Biomedical Research Institute & IRICT, Seoul National University Hospital, Seoul, Republic of Korea
| | - David Shum
- Institut Pasteur Korea, IP-Korea, 696 Sampyeong-dong, Bundang-gu, Seongnam-si, Gyeonggi-do 463-400, Republic of Korea
| | - Ssang-Goo Cho
- Department of Animal Biotechnology (BK21), Animal Resources Research Center, Konkuk University, Seoul 143-702, Republic of Korea
| | - Eun Ju Lee
- Biomedical Research Institute & IRICT, Seoul National University Hospital, Seoul, Republic of Korea
| | - Yong-Jun Kwon
- Institut Pasteur Korea, IP-Korea, 696 Sampyeong-dong, Bundang-gu, Seongnam-si, Gyeonggi-do 463-400, Republic of Korea
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