Cohort characterization
Incident users stratified by class of biological drugs (TNF-alpha inhibitors, anti-interleukin drugs and anti-integrin) and on the basis of occurrence of at least one switch/swap during follow up, will be characterized at baseline in terms of sex, age, type of index drug (originator/biosimilar), previous use of other drugs approved for IMID (cDMARDs, JAK-i, NSAIDs, corticosteroids), and comorbidities (hypertension, MACE, diabetes, previous infections, depression other IMIDs in the look-back period). 
Pattern of switch and swap
The absolute frequency, mutually exclusive, in terms of single switch, single swap, multiple switches, by pharmacological class and active ingredient will be reported. This analysis will be performed 1) considering only the first one, three and five years of follow up after the index date (only patients with at least 1 year, three year and five years of follow up will be counted as denominator, respectively) and 2) for the entire duration of follow-up. Whether possible, the analysis will be stratified by sex (female/male) and age (≤18/19-44/45-64/65-79/≥80). 
Time to switch and swap
Time to switch and swap will be described using a Kaplan Meier approach stratifying class of biological drugs/active ingredient according to indication. Time to 1) first medical switch/swap, 2) non-medical switch, 3) switch back, 4) multiple switches. Median time for such events will be also calculated.