The multivariate logistic regression analysis did not reveal any statistically significant associations between the presence of individual red flag symptoms (dyspnea, crackles, and cough) and known risk factors for RA-ILD, including male sex, smoking history, RF positivity, ACPA positivity, and elevated DAS28 scores. This evidence concerns the gene PRTN3 and interstitial lung disease.