The ILD + /PAH + phenotype reflects a high-burden systemic inflammatory state, and a small set of coherent markers (ESR, triglycerides, IgA, and autoantibodies) provides a reproducible framework for phenotype-oriented stratification. Here, CD79A is linked to pulmonary arterial hypertension.