Objective: To determine the efficacy of first-generation single-agent epidermal growth factor receptor (EGFR) tyrosine kinase inhibitor (TKI) therapy in advanced non-small-cell lung cancer patients with known EGFR mutation status, we undertook this pooled analysis. Method: We searched for randomized controlled trials (RCTs) in Medline, Embase, the Cochrane Controlled Trials Register, the Science Citation Index, and the American Society of Clinical Oncology annual meetings. Results: Out of 2,129 retrieved articles, 19 RCTs enrolling 2,016 patients with wild-type EGFR tumors and 1,034 patients with mutant EGFR tumors were identified. For these EGFR mutant patients, single-agent EGFR-TKI therapy improved progression-free survival (PFS) over chemotherapy: the summary hazard ratios (HRs) were 0.41 (p < 0.001) for the first-line setting and 0.46 (p = 0.02) for the second-/third-line setting. For those EGFR wild-type patients, single-agent EGFR-TKI therapy did not do as well as chemotherapy in the first-line setting (HR = 1.65, p = 0.03) and in the second-/third-line setting (HR = 1.27, p = 0.006). No statistically significant difference was observed in terms of overall survival (OS). Using platinum-based doublet chemotherapy as a common comparator, indirect comparison showed the superior efficacy of single-agent EGFR-TKI therapy over EGFR-TKIs added to chemotherapy in PFS [HR = 1.35 (1.03, 1.77), p = 0.03]. Additionally, a marginal trend towards the same direction was found in the OS analysis [HR = 1.16 (0.99, 1.35), p = 0.06]. Interestingly, for those EGFR wild-type tumors, single-agent EGFR-TKI therapy was inferior to EGFR-TKIs added to chemotherapy in PFS [HR = 0.38 (0.33, 0.44), p < 0.001] and OS [HR = 0.83 (0.71, 0.97), p = 0.02]. Conclusions: For these EGFR mutant patients, single-agent EGFR-TKI therapy prolonged PFS over chemotherapy. However, single-agent EGFR-TKI therapy was inferior to chemotherapy in PFS for those EGFR wild-type patients. Single-agent EGFR-TKI therapy could improve PFS over the combination of EGFR-TKIs and chemotherapy in these EGFR mutant patients. However, EGFR-TKIs combined with chemotherapy could provide additive PFS and OS benefit over single-agent EGFR-TKI therapy in those EGFR wild-type patients.