PURPOSE This study aimed to screen targeted agents as second-line treatment with a standard-of-care (SOC) controlled umbrella trial design in advanced gastric cancer (AGC). PATIENTS AND METHODS Patients with HER2-negative AGC from eight Korean cancer centers were screened for druggable targets using immunohistochemistry (IHC) and in situ hybridization, and randomly assigned to the biomarker versus control group at a 4:1 ratio. In the biomarker group, patients were treated with specific targeted agent plus paclitaxel: pan-ERBB inhibitor for epidermal growth factor receptor (EGFR) 2+/3+ patients (afatinib; EGFR cohort), PIK3Cβ inhibitor for phosphatase and tensin homolog (PTEN) loss/null patients (GSK2636771; PTEN cohort), and anti–PD-1 inhibitor for PD-L1+, deficient mismatch repair/microsatellite instability-high, or Epstein-Barr virus–related cases (nivolumab; NIVO cohort). NONE cohort in the biomarker group without predefined biomarkers and control group received SOC (paclitaxel with or without ramucirumab). The primary end point was progression-free survival (PFS), and the secondary end points were efficacy and safety. RESULTS A total of 318 patients were randomly assigned into the control (n = 64) and biomarker (n = 254; EGFR, n = 67; PTEN, n = 37; NIVO, n = 48; NONE, n = 102) groups. Median follow-up was 35 months. Median PFS and overall survival (OS) were 3.7 (95% CI, 3.1 to 4.1) and 8.6 (95% CI, 7.6 to 9.8) months in the biomarker group and 4.0 (95% CI, 3.0 to 4.6) and 8.7 (95% CI, 7.1 to 9.9) months in the control group. Afatinib addition led to marginal survival benefits to patients with EGFR 3+ compared with SOC (PFS, 4.0 v 2.2 months; P = .09), but GSK2636771 did not prolong the survival of patients with PTEN loss. Addition of nivolumab showed a durable survival benefit (median OS, 12.0 v 7.6 months; P = .08). CONCLUSION Although biomarker group did not show better survival than the control group, IHC-based screening and allocation of patients with AGC to the second-line treatment in an umbrella design were feasible for effective early screening of novel agents.