Using two‐step MR and multiple‐trait colocalization approaches, we provide reliable genetic evidence that the genetic variants that regulate GPIbα proteomic pathways, with well‐characterized biology function on platelet count, have a causal etiologic role in oligoarticular and RF‐negative polyarticular JIA. Here, GP1BA is linked to juvenile idiopathic arthritis.