I saw that, but I didn't see much substance to his remarks, nor in the comments.

Here is a paper surveying methods of methods of causal analysis for such non-interventional data, and summarising the causal assumptions that they make:

"New methods for separating causes from effects in genomics data"
Alexander Statnikov, Mikael Henaff, Nikita I Lytkin, Constantin F Aliferis