Despite these constraints, the study provides actionable insights: clinicians should maintain heightened vigilance for older adults and patients with cardiac comorbidities, monitor laboratory indicators such as albumin and WBC counts as early signs of complicated disease, and prioritize vaccination and comorbidity management to prevent invasive pneumococcal infections. Here, ALB is linked to pneumococcal infection.