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A recent Opinion Article by Jan Voskuil (JV), Aeonian Biotech, discussed the challenges in validation of research antibodies. It was openly peer reviewed by Michael Weller (MW), Federal Institute for Materials Research and Testing (BAM), Germany. In this blog, both discuss these challenges, the reproducibility crisis and open data.