To explore the correlation between immune status, genetic profile, laboratory parameters, and staging in patients with newly diagnosed multiple myeloma (NDMM) and to investigate the clinical characteristics of these patients along with their associated risk factors. The clinical data of 135 patients with multiple myeloma (MM) admitted to the First Affiliated Hospital of Guangxi Medical University between March 2020 and December 2023 were retrospectively collected. These data were systematically organized to evaluate the staging status of patients, including the Durie-Salmon, International Staging System, Revised International Staging System, and mSMART 3.0 staging systems. Additionally, the study included analysis of peripheral blood T-lymphocyte subpopulations and Fluorescence In Situ Hybridization results. Laboratory indices were collected at the initial diagnosis of patients with MM prior to any treatment. These data were subsequently analyzed to ascertain their significance in staging patients with multiple myeloma. Among 135 patients with MM, N-terminal pro-brain natriuretic peptide (NT-proBNP) and lambda light chain (λ light chain) levels were higher in patients with abnormal kidney function (P < .05). NT-proBNP and λ light chain levels can predict abnormal renal function in patients with NDMM. The λ light chain levels were significantly higher in Zhuang patients than in Han patients (P < .05). Patients with high staging differed in total T cell percentages, CD8+ cell percentages, T cells, CD3+/CD4-/CD8- double-negative cell percentages, CD8+T cells, age, NT-proBNP, and M protein levels (P < .05). In addition, M protein levels and age were positively correlated with CD4+T cells and negatively correlated with CD8+T cells (P < .05). CD8+ T cells, age, NT-proBNP, M protein level, and cytogenetic abnormalities represent distinct aspects of immune status, tumor load, and cytogenetic status at the initial diagnosis of patients. These indices are closely associated with the clinical stage of patients and can be combined to assess the clinical stage of multiple myeloma patients after admission to the hospital. Additionally, NT-proBNP and λ light chain levels play a role in predicting abnormal renal function in patients with NDMM.