A Study of Guselkumab in Participants With Active Psoriatic Arthritis and an Inadequate Response to Anti-Tumor Necrosis Factor Alpha (Anti-TNF Alpha) Therapy

Inclusion Criteria:

* Have a diagnosis of psoriatic arthritis (PsA) for at least 6 months before the first administration of study intervention and meet classification criteria for Psoriatic Arthritis (CASPAR) at screening
* Have active PsA as defined by at least 3 swollen joints and at least 3 tender joints at screening and at baseline
* Have at least 1 of the PsA subsets: distal interphalangeal joint involvement, polyarticular arthritis with absence of rheumatoid nodules, arthritis mutilans, asymmetric peripheral arthritis, or spondylitis with peripheral arthritis
* Have an inadequate response to anti-TNF alpha therapy, defined as presence of active PsA despite previous treatment with either 1 or 2 anti-TNF alpha agents and either of the following: a) Lack of benefit of an anti-TNF alpha therapy, as documented in the participant history by the treating physician, after at least 12 weeks of etanercept, adalimumab, golimumab, or certolizumab pegol therapy (or biosimilars) and/or at least a 14-week dosage regimen (i.e., at least 4 doses) of infliximab (or biosimilars). Documented lack of benefit may include inadequate improvement in joint counts, skin response, physical function, or disease activity, b) Intolerance to an anti-TNF alpha therapy, as documented in the patient history by the treating physician, to etanercept, adalimumab, golimumab, certolizumab pegol, or infliximab (or biosimilars, if available)
* Be willing to refrain from the use of complementary therapies for PsA or psoriasis including ayurvedic medicine, traditional Taiwanese, Korean, or Chinese medications and acupuncture within 2 weeks before the first study intervention administration and through Week 48

Exclusion Criteria:

* Has other inflammatory diseases that might confound the evaluations of benefit of guselkumab therapy, including but not limited to rheumatoid arthritis (RA), axial spondyloarthritis (this does not include a primary diagnosis of PsA with spondylitis), systemic lupus erythematosus, or Lyme disease
* Has ever received more than 2 different anti-TNF alpha agents
* Has previously received any biologic treatment (other than anti-TNF Alpha agents), including, but not limited to ustekinumab, abatacept, secukinumab, tildrakizumab, ixekizumab, brodalumab, risankizumab, or other investigative biologic treatment
* Has previously received tofacitinib, baricitinib, filgotinib, peficitinib (ASP015K), decernotinib (VX 509), or any other a Janus kinase (JAK) inhibitor
* Has previously received any systemic immunosuppressants (for example, azathioprine, cyclosporine, 6 thioguanine, mercaptopurine, mycophenolate mofetil, hydroxyurea, tacrolimus) within 4 weeks of the first administration of study intervention