RNA melting log-odds uncertainty

ID: rna-melting-log-odds-uncertainty

RNA melting log-odds uncertainty quantifies uncertainty in , the transformed population used in an RNA melting log-odds plot. It depends on the unfolded fraction as well as its uncertainty. The transformation becomes particularly sensitive near 0 and 1.
For a sufficiently concentrated uncertainty distribution within , first-order uncertainty propagation gives
With an original stipulated , the standard uncertainty is 0.040 at but approximately 0.510 at . Equal population uncertainties do not justify equal statistical treatment of transformed observations.[ref]
Nonlinearity also creates asymmetry. At , . Changing the fraction to 0.01 gives , while changing it to 0.03 gives : equal changes in fraction produce unequal transformed changes. These are deterministic perturbations, not asserted confidence limits. If the uncertainty materially reaches 0 or 1, the linear approximation needs reconsideration; taking the logarithm of those endpoints is undefined.
The underlying RNA melting baselines can induce shared errors across temperatures. For an optical mixture with ,
so
These derivatives propagate the joint uncertainty of the measured absorbance and fitted baselines. Reusing baseline parameters for many observations creates RNA log-odds covariance; merely assigning separate error bars does not remove it.
A fit can model the original absorbance observations and their RNA melting baselines, or handle the transformed data with an appropriate joint error model. Optical curves are fitted quantities in primary melting analyses, rather than direct counts of unfolded molecules.[ref] Precision in a fitted straight line cannot establish the correctness of the two-state RNA melting model used to interpret it.

New to topics? Read the docs here!