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Maria Feoktistova is first author of a 2016 crystal violet staining protocol with Peter Geserick and Martin Leverkus. It quantifies material remaining attached to a culture surface, using a dye that binds cellular proteins and DNA.^[ref] The contribution concerns an experimentally accessible readout of changes in cell culture, rather than an intrinsic molecular count of viable cells.

A crystal violet biomass response becomes a cell-number estimate only through a suitable calibration. In an original matched-condition model, letwhere $A$ is absorbance and $N$ the retained cell number. Standards containing 0, 2000 and 4000 cells give readings $0.050$, $0.130$ and $0.210$. A sample reading $0.250$ would imply $N=5000$ under this model.

The slope incorporates stain retained per cell, extraction and optical geometry. If a treatment doubles that per-cell response while preserving the background, only 2500 retained cells produce the same sample reading. An accurate measurement of colour can therefore coexist with an inaccurate biological interpretation. Independent counting and a calibrated response range test assumptions that repeated optical readings alone cannot settle. The numerical standards here are illustrative, not measurements from Feoktistova's protocol.

Peter Geserick coauthored the 2016 crystal violet assay protocol with Maria Feoktistova and Martin Leverkus.^[ref] The method uses retained attachment of cultured cells as an indirect readout relevant to survival and growth. The authors caution that identifying why staining declines requires additional methods.^[ref]

This distinction connects a biological endpoint with a measurement model. The observed crystal violet biomass response can change through cell number, attachment, stain binding or extraction. These contributions cannot generally be separated by one absorbance reading.

An original normalization example has background-corrected control and treatment signals $0.80$ and $0.40$. Their ratio is $0.50$. If each also includes an unremoved background $0.20$, the ratio of raw readings is insteadBackground subtraction is therefore part of defining the compared quantity. Even the corrected ratio is not automatically the surviving fraction: the amount retained per living cell must also remain comparable, and handling must not remove different fractions of otherwise viable cells. A matching negative control and an independent observation address these different assumptions. These numbers illustrate the model rather than an experiment assigned to Geserick individually.