scholarly journals Automated Solubility Screening Platform Using Computer Vision

Author(s):  
Parisa Shiri ◽  
Veronica Lai ◽  
Tara Zepel ◽  
Daniel Griffin ◽  
Jonathan Reifman ◽  
...  

<p>Solubility screening is an essential, routine process that is often labour intensive. Robotic platforms have been developed to automate some aspects of the manual labour involved. However, many of the existing systems rely on traditional analytic techniques such as High Performance Liquid Chromatography or HPLC, which require pre-calibration for each compound and can be prohibitively expensive. In addition, automation is not typically end-to-end, requiring user intervention to move vials, establish analytical methods for each compound and interpret the raw data. We developed a closed-loop, flexible robotics system with integrated solid and liquid dosing capabilities that relies on computer vision and iterative feedback to successfully measure caffeine solubility in multiple solvents. After initial researcher input (<2 min), the system ran autonomously, screening five different solvent systems (20-80 min each). The resulting data matched values obtained using traditional manual techniques.</p>

2020 ◽  
Author(s):  
Parisa Shiri ◽  
Veronica Lai ◽  
Tara Zepel ◽  
Daniel Griffin ◽  
Jonathan Reifman ◽  
...  

<p>Solubility screening is an essential, routine process that is often labour intensive. Robotic platforms have been developed to automate some aspects of the manual labour involved. However, many of the existing systems rely on traditional analytic techniques such as High Performance Liquid Chromatography or HPLC, which require pre-calibration for each compound and can be prohibitively expensive. In addition, automation is not typically end-to-end, requiring user intervention to move vials, establish analytical methods for each compound and interpret the raw data. We developed a closed-loop, flexible robotics system with integrated solid and liquid dosing capabilities that relies on computer vision and iterative feedback to successfully measure caffeine solubility in multiple solvents. After initial researcher input (<2 min), the system ran autonomously, screening five different solvent systems (20-80 min each). The resulting data matched values obtained using traditional manual techniques.</p>


1994 ◽  
Vol 40 (7) ◽  
pp. 523-531 ◽  
Author(s):  
Aristotle Domnas ◽  
Shankha S. Biswas ◽  
Patricia A. Gallagher

Squalene metabolism of the sterol auxotroph Lagenidium giganteum was studied and compared with that of the positive control Lagenidium callinectes. Application of experimentally derived precautions ensured both the stability and the purity of squalene during incubations. Under these conditions mycelia of L. giganteum converted squalene to squalene oxide and to a sterol-like compound. Cell-free and microsomal preparations also converted squalene to the oxide, which was identified by thin layer chromatography with five different solvent systems, by co-chromatography with authentic oxide, and by conversion to the glycol. Supporting evidence for the production of squalene oxide was obtained by gas–liquid chromatography, high performance liquid chromatography, and autoradiography. The squalene oxide produced was identified by mass spectrometry.Key words: Lagenidium giganteum, Lagenidium callinectes, squalene, 2,3-squalene epoxide.


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