diff --git a/inference-engine/src/offline_transformations/src/moc_transformations.cpp b/inference-engine/src/offline_transformations/src/moc_transformations.cpp
index 745e173b4d7..d12801d2ce8 100644
--- a/inference-engine/src/offline_transformations/src/moc_transformations.cpp
+++ b/inference-engine/src/offline_transformations/src/moc_transformations.cpp
@@ -8,9 +8,19 @@
 #include "pruning.hpp"
 
 #include <ngraph/pass/manager.hpp>
+#include <transformations/common_optimizations/split_squeeze_concat_fusion.hpp>
+#include <transformations/common_optimizations/transpose_sinking.hpp>
 
 NGRAPH_RTTI_DEFINITION(ngraph::pass::MOCTransformations, "MOCTransformations", 0);
 
 bool ngraph::pass::MOCTransformations::run_on_function(std::shared_ptr<ngraph::Function> f) {
+    ngraph::pass::Manager manager(get_pass_config());
+    auto transpose_sinking = manager.register_pass<ngraph::pass::GraphRewrite>();
+    transpose_sinking->add_matcher<ngraph::pass::TransposeSinking>();
+    // SplitSqueezeConcatFusion should work in same GraphRewrite as TransposesSinking,
+    // because it replaces pattern that may contain Transposes which must be optimized before
+    // the transformation and it also inserts Transpose that can be optimized by TransposeSinking
+    transpose_sinking->add_matcher<ngraph::pass::SplitSqueezeConcatFusion>();
+    manager.run_passes(f);
     return false;
 }
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