earlier studies relate vitamin D deficiency to risk for Acute Respiratory Distress Syndromes in general.

the "brandykinin hypothsis" links poor COVID-19 outcomes to vitamin D deficiency as vitamin D is a regulator of the Renin Angiotensin System.

https://elifesciences.org/articles/59177#s1