All CODEX data generated go through a rigorous quality control process that includes visual assessment of the processed images and a review of the segmented files, both test specimens and on slide controls. In addition to the stains, cellular and compartmental segmentation fidelity is key to downstream analysis. Unexpected staining pattern and/or artifacts on the processed images are documented; if correctable, such as those related to folding or edge artifact among others, the images are manually annotated to define regions that could be rescued for analytics. If corrective measures are not an option, such as that with a failed stain the data for that particular stain will be excluded from the analysis. Segmented images, both with cellular and compartmental segmentation are also reviewed for accuracy; once again, if abnormal/unexpected segmentation is detected, depending on the nature of such finding either corrective measures are implemented or the case/stain is flagged and excluded from further analysis.