Molecular profiling, particularly identifying the EGFR exon 21 L858R mutation, reinforced the suspicion of lung adenocarcinoma as the primary source despite the absence of detectable primary lung lesions on imaging. Here, EGFR is linked to lung adenocarcinoma.