BackgroundThere is no standard first‐line immunochemotherapy regimen for transplant‐ineligible patients with mantle cell lymphoma (MCL) currently, and the efficacy of various treatment remains unclear.MethodsWe conducted a Bayesian network meta‐analysis (NMA) of all eligible randomized controlled trials. Pairwise comparisons and ranking of different first‐line treatment options were performed.ResultsNine studies were included in the NMA, involving a total of 2897 MCL patients. The BR‐Ibrutinib+R regimen showed the best progression‐free survival (PFS), with a surface under the cumulative ranking curve (SUCRA) of 0.89 and probability of being the best treatment (PbBT) of 69%. The VR‐CAP regimen was the most potential intervention to improve overall survival (OS), with a SUCRA of 0.89 and PbBT of 63%. Compared with the R‐CHOP regimen, the BR regimen achieved a better PFS (hazard ratio [HR] 0.45 [95% credible interval 0.2–0.96]). The BR‐Ibrutinib+R regimen (HR 0.14 [0.02–0.99]), BR+R regimen (HR 0.19 [0.034–0.99]), and BR regimen (HR 0.3 [0.08–1.03]) were superior to CHOP regimen with better PFS. The R‐FC regimen (HR 2.27 [1.01–5.21]) or FC regimen (HR 3.17 [1.15–8.71]) was inferior to the VR‐CAP regimen with a worse OS.ConclusionsOur study presents the most promising first‐line treatment strategy for transplant‐ineligible MCL patients in terms of PFS and OS, which provides innovative treatment strategy for MCL treatment.