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JMP Genomics - P-value criteria for Basic RNA-Seq Workflow

When using the Basic RNA-Seq Workflow in JMP Genomics, how is significance defined?

 

Although I have specified the FDR p-value adjustment, the volcano plots still graph the unadjusted p values on the y-axis. Speaking of volcano plots, how is the horizontal line determined? This value seems to fluctuate between experiments, but I cannot find any indication of what it represents.

 

Under Output Data, it is not clear if the ANOVA results are filtered on the raw p-value or the adjusted p-values.

1 ACCEPTED SOLUTION

Accepted Solutions

Re: JMP Genomics - P-value criteria for Basic RNA-Seq Workflow

Hi @LouisAltamura ,

 

The un-adjusted -log10(p-values) are plotted on the y-axis of the volcano plot. The horizontal line drawn is the adjusted (in this case FDR adjusted) p-value cutoff defined in the Basic RNA-Seq Workflow dialog (see Multiple Testing section in the figure below). This cutoff is what is used to filter the transcripts so any transcript that has a raw -log10(p-value) greater or equal to this FDR adjusted cutoff is kept and the rest are filtered out.

Chris_Kirchberg_0-1639157176788.png

 

Here is the online help regarding some more details the report output of the ANOVA results:

https://www.jmp.com/support/downloads/JMPG101_documentation/Content/JMPGUserGuide/OT_G_EX_0021.htm#e...

 

Hope this helps,

 

Chris Kirchberg, M.S.2
Data Scientist, Life Sciences - Global Technical Enablement
JMP Statistical Discovery, LLC. - Denver, CO
Tel: +1-919-531-9927 ▪ Mobile: +1-303-378-7419 ▪ E-mail: chris.kirchberg@jmp.com
www.jmp.com

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3 REPLIES 3

Re: JMP Genomics - P-value criteria for Basic RNA-Seq Workflow

Hi @LouisAltamura ,

 

The un-adjusted -log10(p-values) are plotted on the y-axis of the volcano plot. The horizontal line drawn is the adjusted (in this case FDR adjusted) p-value cutoff defined in the Basic RNA-Seq Workflow dialog (see Multiple Testing section in the figure below). This cutoff is what is used to filter the transcripts so any transcript that has a raw -log10(p-value) greater or equal to this FDR adjusted cutoff is kept and the rest are filtered out.

Chris_Kirchberg_0-1639157176788.png

 

Here is the online help regarding some more details the report output of the ANOVA results:

https://www.jmp.com/support/downloads/JMPG101_documentation/Content/JMPGUserGuide/OT_G_EX_0021.htm#e...

 

Hope this helps,

 

Chris Kirchberg, M.S.2
Data Scientist, Life Sciences - Global Technical Enablement
JMP Statistical Discovery, LLC. - Denver, CO
Tel: +1-919-531-9927 ▪ Mobile: +1-303-378-7419 ▪ E-mail: chris.kirchberg@jmp.com
www.jmp.com

Re: JMP Genomics - P-value criteria for Basic RNA-Seq Workflow

Thanks Chris! I am still using version 10.0 and the help dialog points to an older resource. This new user guide for 10.1 seems to be a lot clearer.

Re: JMP Genomics - P-value criteria for Basic RNA-Seq Workflow

Thanks @LouisAltamura ,

 

There is an update to 10.0. It is a hotfix that will bring your version to 10.1. You can check it out here:

https://www.jmp.com/support/notes/67/654.html 

 

Glad I could help,

Chris Kirchberg, M.S.2
Data Scientist, Life Sciences - Global Technical Enablement
JMP Statistical Discovery, LLC. - Denver, CO
Tel: +1-919-531-9927 ▪ Mobile: +1-303-378-7419 ▪ E-mail: chris.kirchberg@jmp.com
www.jmp.com