https://community.jmp.com/t5/Discussions/Analysis-tool-for-comparing-the-performance-of-media-and-feed/m-p/797589#M97344 Hi everyone,<BR />I am evaluating different media and feeds on CHO cell clone for selection of best combination which result in desired product quality.<BR />After performing fed batches with combination, I have many data point and would like to use tool to get the best performing condition in compare to innovator product quality. Earlier I used clustering but I didn't get meaningful insights because it is also considering the other parameters (undesired) which contributing in clustering making it but confusing.<BR />Any experience with such case study,plz reply. Tue, 10 Sep 2024 17:55:22 GMT Manishkumar 2024-09-10T17:55:22Z https://community.jmp.com/t5/Discussions/Analysis-tool-for-comparing-the-performance-of-media-and-feed/m-p/797589#M97344 Hi everyone,<BR />I am evaluating different media and feeds on CHO cell clone for selection of best combination which result in desired product quality.<BR />After performing fed batches with combination, I have many data point and would like to use tool to get the best performing condition in compare to innovator product quality. Earlier I used clustering but I didn't get meaningful insights because it is also considering the other parameters (undesired) which contributing in clustering making it but confusing.<BR />Any experience with such case study,plz reply. Tue, 10 Sep 2024 17:55:22 GMT https://community.jmp.com/t5/Discussions/Analysis-tool-for-comparing-the-performance-of-media-and-feed/m-p/797589#M97344 Manishkumar 2024-09-10T17:55:22Z https://community.jmp.com/t5/Discussions/Analysis-tool-for-comparing-the-performance-of-media-and-feed/m-p/797628#M97346 <P>You might consider using a predictive model to explore the response surface. You might use a multiple linear regression model if the response is non-linear but with few modes. You could also use a Gaussian Process or Neural model. There are <A href="https://www.jmp.com/support/help/en/18.1/#page/jmp/introduction-to-predictive-and-specialized-modeling.shtml#" target="_self">many more</A> to try. You may use the <A href="https://www.jmp.com/support/help/en/18.1/#page/jmp/introduction-to-profilers.shtml#" target="_self">Profiler</A> with any JMP model to visualize the surface.</P> <P>&nbsp;</P> <P>Have you validated the data to look for data errors or explored the data for outliers that might be correct data but could distort a model?</P> Tue, 10 Sep 2024 20:25:39 GMT https://community.jmp.com/t5/Discussions/Analysis-tool-for-comparing-the-performance-of-media-and-feed/m-p/797628#M97346 Mark_Bailey 2024-09-10T20:25:39Z