Preprint Major data analysis errors invalidate cancer microbiome findings, 2023, Abraham Gihawi et al

Discussion in 'Other health news and research' started by Mij, Aug 7, 2023.

  1. Mij

    Mij Senior Member (Voting Rights)

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    Abstract
    We re-analyzed the data from a recent large-scale study that reported strong correlations between microbial organisms and 33 different cancer types, and that created machine learning predictors with near-perfect accuracy at distinguishing among cancers.

    We found at least two fundamental flaws in the reported data and in the methods: (1) errors in the genome database and the associated computational methods led to millions of false positive findings of bacterial reads across all samples, largely because most of the sequences identified as bacteria were instead human; and (2) errors in transformation of the raw data created an artificial signature, even for microbes with no reads detected, tagging each tumor type with a distinct signal that the machine learning programs then used to create an apparently accurate classifier.

    Each of these problems invalidates the results, leading to the conclusion that the microbiome-based classifiers for identifying cancer presented in the study are entirely wrong. These flaws have subsequently affected more than a dozen additional published studies that used the same data and whose results are likely invalid as well.

    https://www.biorxiv.org/content/10.1101/2023.07.28.550993v1.full
     
    MeSci, Sly Saint, Sean and 13 others like this.
  2. Kitty

    Kitty Senior Member (Voting Rights)

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    That's quite an oops, isn't it.
     
    Wonko, shak8, alktipping and 5 others like this.
  3. Trish

    Trish Moderator Staff Member

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    If this reanalysis is correct, it's a clear case for retraction of the original research.
     
    Wonko, shak8, alktipping and 3 others like this.
  4. Mij

    Mij Senior Member (Voting Rights)

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    Sly Saint, RedFox, Wonko and 4 others like this.
  5. SNT Gatchaman

    SNT Gatchaman Senior Member (Voting Rights)

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    :nailbiting:
     
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