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I am struggling with the question of how to define my research. I download raw data (RNA sequencing data) from multiple studies and I am going to analyze again them together as they " brought from one study". Can I call it a meta analysis of some kind?

Thanks a lot!

Ed

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You are thinking about doing an 'individual participant/patient data meta-analysis' (IPDMA). It's a bit more involved though than just combining some datasets and pretending they are one large study. To start, you need to respect the multilevel nature of the data. For a very thorough coverage of the topic, see:

Riley, R. D., Tierney, J. F., Stewart, L. A. (Eds) (2021). Individual participant data meta-analysis: A handbook for healthcare research. Wiley. https://www.wiley.com/en-am/Individual+Participant+Data+Meta+Analysis:+A+Handbook+for+Healthcare+Research-p-9781119333722

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  • $\begingroup$ Great thank you! $\endgroup$
    – user338259
    Oct 19, 2021 at 14:45
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    $\begingroup$ Great thank you! that what I thought. I read the paper PMID: 20139215 says "The statistical implementation of an individual participant data meta-analysis crucially must preserve the clustering of patients within studies; it is inappropriate to simply analyse individual participant data as if they all came from a single study. Clusters can be retained during analysis by using a two step or a one step approach..." made me think it meant something else. but now I understand that I need to read more about the statistical methods...Thanks again for lighting it up:) Ed. $\endgroup$
    – user338259
    Oct 19, 2021 at 14:55

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