Abstract Background and Aims Individuals who are most susceptible to developing PTLD are those who are EBV-negative and receive organs from EBV-positive donors (EBV R-/D+). The evidence regarding the connection between ATG induction therapy and PTLD is inconsistent. No studies have specifically examined the relationship between ATG use and PTLD in subgroups of EBV-negative transplant recipients (EBV R-). Using the UNOS database, we studied the association between the use of induction agents and PTLD in EBV R- patients. Method We analyzed data from 2007 to 2022 of EBV R- patients who underwent their first kidney-only transplant and excluded those who received induction agents other than ATG, basiliximab, or alemtuzumab. We used logistic regression to evaluate the association between induction agents and PTLD. Results Of 20,531 recipients, 50.7% received ATG, 19.13% received basiliximab, 13.42% received alemtuzumab, and 16.75% received no induction. The overall PTLD incidence was 2.14%. ATG recipients had higher rates of deceased donor transplants, higher degree of HLA mismatch, longer dialysis vintage, and were less likely to be white, compared to non-ATG recipients. Multivariate analysis showed ATG recipients had a higher risk of PTLD compared to non-ATG (odds ratio = 1.47, p<0.001). After excluding recipients who did not receive induction, ATG remained a significant independent risk factor for PTLD when compared to recipients who received either basiliximab or alemtuzumab (odds ratio = 1.35, p = 0.007). There was no statistically significant difference in PTLD risk among patients treated with basiliximab, alemtuzumab, or no induction (refer to Table 1). Conclusion The use of ATG induction in EBV-negative kidney transplant recipients is associated with a higher risk of PTLD compared to basiliximab, alemtuzumab, and no induction. The risk of PTLD should be considered when choosing induction therapy for this patient population.