Concordant observational and causal associations (CSF-1, Gal-3, and KIM-1) may be explained either by upstream processes driving risk or by reverse causation where a positive feedback loop exists between the HF and expression of the protein. The gene discussed is CSF1; the disease is hydrops fetalis.