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Taguchi S, Matsuzawa R, Suda Y, Irie K, Ozaki H. Investigating the effects of liquid handling robot pipetting speed on yeast growth and gene expression using growth assays and RNA-seq. MICROPUBLICATION BIOLOGY 2025; 2025:10.17912/micropub.biology.001566. [PMID: 40438138 PMCID: PMC12117386 DOI: 10.17912/micropub.biology.001566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2025] [Revised: 05/01/2025] [Accepted: 05/06/2025] [Indexed: 06/01/2025]
Abstract
Assessing the impact of experimental parameters like pipetting speed is essential in life science research but challenging in manual experiments. Recent advancements in laboratory automation enable precise control and systematic evaluation of these parameters. Here, we employed the Opentrons OT-2, an affordable, open-source liquid handling robot, to systematically investigate the effect of pipetting speed on growth and gene expression in the budding yeast Saccharomyces cerevisiae . Growth assays revealed no significant differences across the tested pipetting speeds (ANOVA, p > 0.05). RNA-seq analysis corroborated these findings, demonstrating highly similar gene expression profiles across all 24 samples (minimum Pearson correlation coefficient = 0.9528), with no differentially expressed genes identified by generalized linear model analysis (false discovery rate > 0.01). Our results highlight the utility of robotic platforms in optimizing experimental parameters, improving reproducibility, and enhancing accuracy in biological research, thus providing valuable insights for future applications.
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Affiliation(s)
- Shodai Taguchi
- Ph.D. Program in Humanics, School of Integrative and Global Majors, University of Tsukuba, Tsukuba, Ibaraki, Japan
- Department of Molecular Cell Biology, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
- Bioinformatics Laboratory, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Ryosuke Matsuzawa
- Bioinformatics Laboratory, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
- Doctoral Program in Medical Sciences, Degree Programs in Comprehensive Human Sciences, Graduate School of Comprehensive Human Sciences, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Yasuyuki Suda
- Department of Molecular Cell Biology, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Kenji Irie
- Department of Molecular Cell Biology, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Haruka Ozaki
- Bioinformatics Laboratory, Institute of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
- Center for Artificial Intelligence Research, University of Tsukuba, Tsukuba, Ibaraki, Japan
- Laboratory for AI Biology, RIKEN Center for Biosystems Dynamics Research, Kobe, Hyōgo, Japan
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Taguchi S, Suda Y, Irie K, Ozaki H. Automation of yeast spot assays using an affordable liquid handling robot. SLAS Technol 2022; 28:55-62. [PMID: 36503082 DOI: 10.1016/j.slast.2022.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 11/29/2022] [Accepted: 12/04/2022] [Indexed: 12/13/2022]
Abstract
The spot assay of the budding yeast Saccharomyces cerevisiae is an experimental method that is used to evaluate the effect of genotypes, medium conditions, and environmental stresses on cell growth and survival. Automation of the spot assay experiments from preparing a dilution series to spotting to observing spots continuously has been implemented based on large laboratory automation devices and robots, especially for high-throughput functional screening assays. However, there has yet to be an affordable solution for the automated spot assays suited to researchers in average laboratories and with high customizability for end-users. To make reproducible spot assay experiments widely available, we have automated the plate-based yeast spot assay of budding yeast using Opentrons OT-2 (OT-2), an affordable liquid-handling robot, and a flatbed scanner. We prepared a 3D-printed mount for the Petri dish to allow for precise placement of the Petri dish inside the OT-2. To account for the uneven height of the agar plates, which were made by human hands, we devised a method to adjust the z-position of the pipette tips based on the weight of each agar plate. During the incubation of the agar plates, a flatbed scanner was used to automatically take images of the agar plates over time, allowing researchers to quantify and compare the cell density within the spots at optimal time points a posteriori. Furthermore, the accuracy of the newly developed automated spot assay was verified by performing spot assays with human experimenters and the OT-2 and quantifying the yeast-grown area of the spots. This study will contribute to the introduction of automated spot assays and the automated acquisition of growth processes in conventional laboratories that are not adapted for high-throughput laboratory automation.
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Optimization of 2-Phenylethanol Production from Sweet Whey Fermentation Using Kluyveromyces marxianus. FERMENTATION-BASEL 2022. [DOI: 10.3390/fermentation8020039] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The growing demand for natural products benefits the development of bioprocesses to obtain value-added compounds using residues such as sweet whey, which is rich in lactose. The yeast Kluyveromyces marxianus can ferment sweet whey to obtain 2-phenylethanol (2-PhEtOH), which is a superior alcohol with a rose aroma. Such fermentation only requires the addition of L-phenylalanine (precursor) and (NH4)2SO4 (salt). Therefore, it was sought to improve the fermentation conditions to produce 2-PhEtOH, which, in turn, would achieve the maximum decrease in the Chemical Oxygen Demand (COD) of the fermentation medium. With the use of the Response Surface Methodology and the application of a Central Composite Design for optimization, two parameters were evaluated as a function of time: salt concentration and precursor. The experimental data were adjusted to a second order polynomial, identifying that the precursor concentration presents a statistically significant effect. The best conditions were: 4.50 g/L of precursor and 0.76 g/L of salt, with a maximum production of 1.2 g/L (2-PhEtOH) at 48 h and achieving a maximum percentage of COD removal of 76% at 96 h. Finally, the optimal conditions were experimentally validated, recommending the use of the model.
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Didrihsone E, Dubencovs K, Grube M, Shvirksts K, Suleiko A, Suleiko A, Vanags J. Crypthecodinium cohnii Growth and Omega Fatty Acid Production in Mediums Supplemented with Extract from Recycled Biomass. Mar Drugs 2022; 20:68. [PMID: 35049923 PMCID: PMC8779103 DOI: 10.3390/md20010068] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 01/05/2022] [Accepted: 01/07/2022] [Indexed: 02/04/2023] Open
Abstract
Crypthecodinium cohnii is a marine heterotrophic dinoflagellate that can accumulate high amounts of omega-3 polyunsaturated fatty acids (PUFAs), and thus has the potential to replace conventional PUFAs production with eco-friendlier technology. So far, C. cohnii cultivation has been mainly carried out with the use of yeast extract (YE) as a nitrogen source. In the present study, alternative carbon and nitrogen sources were studied: the extraction ethanol (EE), remaining after lipid extraction, as a carbon source, and dinoflagellate extract (DE) from recycled algae biomass C. cohnii as a source of carbon, nitrogen, and vitamins. In mediums with glucose and DE, the highest specific biomass growth rate reached a maximum of 1.012 h-1, while the biomass yield from substrate reached 0.601 g·g-1. EE as the carbon source, in comparison to pure ethanol, showed good results in terms of stimulating the biomass growth rate (an 18.5% increase in specific biomass growth rate was observed). DE supplement to the EE-based mediums promoted both the biomass growth (the specific growth rate reached 0.701 h-1) and yield from the substrate (0.234 g·g-1). The FTIR spectroscopy data showed that mediums supplemented with EE or DE promoted the accumulation of PUFAs/docosahexaenoic acid (DHA), when compared to mediums containing glucose and commercial YE.
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Affiliation(s)
- Elina Didrihsone
- Latvian State Institute of Wood Chemistry, LV1006 Riga, Latvia; (K.D.); (A.S.); (A.S.); (J.V.)
| | - Konstantins Dubencovs
- Latvian State Institute of Wood Chemistry, LV1006 Riga, Latvia; (K.D.); (A.S.); (A.S.); (J.V.)
- A/S Biotehniskais Centrs, LV1006 Riga, Latvia
- Institute of General Chemical Engineering, Faculty of Materials Science and Applied Chemistry, Riga Technical University, LV1048 Riga, Latvia
| | - Mara Grube
- Institute of Microbiology and Biotechnology, University of Latvia, LV1004 Riga, Latvia; (M.G.); (K.S.)
| | - Karlis Shvirksts
- Institute of Microbiology and Biotechnology, University of Latvia, LV1004 Riga, Latvia; (M.G.); (K.S.)
| | - Anastasija Suleiko
- Latvian State Institute of Wood Chemistry, LV1006 Riga, Latvia; (K.D.); (A.S.); (A.S.); (J.V.)
| | - Arturs Suleiko
- Latvian State Institute of Wood Chemistry, LV1006 Riga, Latvia; (K.D.); (A.S.); (A.S.); (J.V.)
- A/S Biotehniskais Centrs, LV1006 Riga, Latvia
| | - Juris Vanags
- Latvian State Institute of Wood Chemistry, LV1006 Riga, Latvia; (K.D.); (A.S.); (A.S.); (J.V.)
- A/S Biotehniskais Centrs, LV1006 Riga, Latvia
- Institute of General Chemical Engineering, Faculty of Materials Science and Applied Chemistry, Riga Technical University, LV1048 Riga, Latvia
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