The fact that high frequency rich
signals (random or otherwise) used as covariates to a
noisy signal were preferred over possibly physically relevant proxies by shrinkage estimation of a high dimensional model is neither
particularly surprising, nor does it say much about the relationship between the proxy
signals and the
noisy signal.