Objective This study aims to analyze the clinical features and renal pathologic findings of kidney di-sease in patients with malignancy, clarify the etiological composition of kidney disease in tumor patients, explore the association between renal pathological features and tumors, and evaluate patient prognosis, thereby providing a basis for the clinical understanding and management of malignancy-related kidney disease. Methods Renal biopsy cases performed in the Department of Nephrology at Zhongshan Hospital, Fudan University from January 2010 to June 2025 were collected, and patients who met inclusion criteria and were diagnosed with malignancy (including hematologic or solid malignancy) before undergoing renal biopsy were consecutively enrolled. The association between kidney disease and the malignancy itself or anticancer therapy was determined based on tumor activity status, anticancer therapy exposure, the background of kidney disease onset, and renal pathologic findings. In addition, follow-up was conducted to compare the renal outcomes among patients with different etiological categories of kidney disease. Results A total of 13 386 renal biopsy cases were collected, among which 395 patients with a confirmed malignancy and relatively complete clinical and follow-up data were included. Proteinuria was present in 329 patients (329/395, 83.29%), and 253 (253/395, 64.05%) had acute kidney injury. Etiologic analysis showed that kidney disease was considered related to the malignancy itself in 63 patients (63/395, 15.95%), related to anticancer therapy in 204 patients (204/395, 51.65%), and not definitely associated with either the malignancy or anticancer therapy in 128 patients (128/395, 32.41%). Among the 267 patients with malignancy- or anticancer therapy-related kidney disease, 152 (152/267, 56.93%) had a single pathologic pattern, whereas 115 (115/267, 43.07%) had two or more pathologic patterns, or showed reactivation of pre-existing kidney disease, or newly superimposed injury. In the 36 patients with hematologic malignancy-related kidney disease, monoclonal immunoglobulin-associated kidney disease was the most common lesion (20/36, 55.56%), followed by renal infiltration by tumor cells (9/36, 25.00%). In the 27 patients with solid tumor-related kidney disease, tumor-associated glomerular disease predominated (22/27, 81.48%), with membranous nephropathy as the most common subtype (10/22, 45.45%). Among the 204 patients with anticancer therapy-related kidney disease, immune checkpoint inhibitor-related cases accounted for the highest proportion (86/204, 42.16%), mainly presenting as acute interstitial nephritis (78/86, 90.70%). This was followed by antiangiogenic therapy-related kidney disease (58/204, 28.43%), among which thrombotic microangiopathy predominated (42/58, 72.41%). As of January 31 2026, the median follow-up duration for all patients was 8.93 (interquartile range, 4.90-22.13) months. Analysis of renal outcomes showed that patients with anticancer therapy-related kidney disease had the highest overall remission rate (158/204, 77.45%). The overall remission rate was also higher in patients with malignancy-related kidney disease than in those without a definite association with the malignancy or its therapy, although the difference was not statistically significant (65.08% vs 52.34%, P=0.095). Conclusions Kidney disease in patients with malignancy is highly heterogeneous and may result from direct tumor infiltration, tumor-related mechanisms, or anticancer therapy. In particular, the consti tution ratio of cases of kidney disease associated with immunotherapy and targeted therapies is high (267/395). A substantial proportion of cases, however, show no definite association with either the malignancy itself or its therapy.