A public health researcher is comparing the effectiveness of two different health education interventions on smoking cessation rates in a cohort of 200 smokers (100 per group). After 6 months, Group A shows 45% quit rate and Group B shows 38% quit rate. Which statistical test would be most appropriate to determine if this difference is statistically significant?