This paper is one of the most interesting things I have read in several months. Many thanks, tursiops, for digging it up.
... The composition of the air is the same regardless of altitude (we're not talking about smog here, we're talking about changes due to altitude). The only thing that changes at altitude is the pressure.
As tech_diver mentioned, a well-designed experiment must control for disproportionate numbers of patients in the study who live in urban or industrial areas with poor air quality. Worldwide, the huge majority of these heavily-polluted environments are at lower altitude. This study restricts itself to 414 counties in eleven western US states a strength and a weakness. There are coal-fired power plants at higher altitude there, but there are fewer people.
Based on the section "
Climatic & environmental data", I am not convinced that they did a thorough job of controlling for environmental particulates, but I haven't downloaded and read their source code yet. Maybe the section I want is buried under dead werewolves because of all the silver bullets inside. I don't know. I did search the text for words like "smog", "pollution" and "monoxide", but didn't find any occurrences.
Regardless, it looks like their findings are strong enough that they don't need to build a more complicated model just yet. Hopefully someone will throw a big chunk of grant money their way so they can go get better data.
Simeonov​​ & Himmelstein (2015):
... we speculate the causal factor is likely mild in carcinogenicity but universal in exposure ...
It's only mild from an academic point of view. Cigarette smoke is at the top of their list of bad things to inhale.
Second on their list is nitrox twenty-one.