diff --git a/vignettes/weighted_nearest_neighbor_analysis.Rmd b/vignettes/weighted_nearest_neighbor_analysis.Rmd
index a0384b82f..cd0d1b091 100644
--- a/vignettes/weighted_nearest_neighbor_analysis.Rmd
+++ b/vignettes/weighted_nearest_neighbor_analysis.Rmd
@@ -264,7 +264,7 @@ Idents(pbmc) <- "sub.cluster"
 # add annotations
 pbmc <- RenameIdents(pbmc, '19' = 'pDC','20' = 'HSPC','15' = 'cDC')
 pbmc <- RenameIdents(pbmc, '0' = 'CD14 Mono', '9' ='CD14 Mono', '5' = 'CD16 Mono')
-pbmc <- RenameIdents(pbmc, '17' = 'Naive B', '11' = 'Intermediate B', '10' = 'Memory B', '21' = 'Plasma')
+pbmc <- RenameIdents(pbmc, '10' = 'Naive B', '11' = 'Intermediate B', '17' = 'Memory B', '21' = 'Plasma')
 pbmc <- RenameIdents(pbmc, '7' = 'NK')
 pbmc <- RenameIdents(pbmc, '4' = 'CD4 TCM', '13'= "CD4 TEM", '3' = "CD4 TCM", '16' ="Treg", '1' ="CD4 Naive", '14' = "CD4 Naive")
 pbmc <- RenameIdents(pbmc, '2' = 'CD8 Naive', '8'= "CD8 Naive", '12' = 'CD8 TEM_1', '6_0' = 'CD8 TEM_2', '6_1' ='CD8 TEM_2', '6_4' ='CD8 TEM_2')