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Can singscore handle missing values #30

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evrama opened this issue May 25, 2021 · 2 comments
Open

Can singscore handle missing values #30

evrama opened this issue May 25, 2021 · 2 comments

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@evrama
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evrama commented May 25, 2021

I am exploring your tool to score a bidirectional signature in my proteomics data. Can singscore handle missing values in the expression matrix? I tried and I am getting NAs in the score output

@bhuvad
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bhuvad commented May 28, 2021

Hi @evrama,

Singscore cannot be used with missing values in the matrix as it is as it was primarily designed for use with transcriptomic data. For proteomic data, you could use a workaround whereby you score each sample independently while removing NAs. The method would hold mathematically if you do so. I am keen to integrate this in the future too since proteomics data is becoming more readily available now. I will work on adding this as a feature ASAP (though it may take a few weeks to get it done). I would recommend using the workaround I suggested in the meantime. I will notify on this post once that feature is integrated.

Cheers,
Dharmesh.

@AJ714
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AJ714 commented Nov 10, 2022

Hi,
and thanks for a great tool! I was wondering if there have been any advances with respect to the handling of proteomic data? As by now, I am following the recommended workaround mentioned above, removing NAs for each sample before ranking and scoring. However, having a rather large amount of samples, I would really appreciate to find a more integrated solution in singscore for this kind of data.
Cheers,

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