Understanding the interactions between viruses is crucial for evaluating the transmission and severity of diseases. Positive interactions indicate simultaneous circulation, while negative interactions reflect a reduction in the transmission of one virus when another is predominant. This study analyzes the relationships between seven respiratory viruses using a Bayesian approach that considers seasonality and long-term trends.