diff --git a/src/common/transformations/src/transformations/transpose_sinking/ts_data_movement.cpp b/src/common/transformations/src/transformations/transpose_sinking/ts_data_movement.cpp
index 1f4aed8e724bdc..1f6986dcaff322 100644
--- a/src/common/transformations/src/transformations/transpose_sinking/ts_data_movement.cpp
+++ b/src/common/transformations/src/transformations/transpose_sinking/ts_data_movement.cpp
@@ -12,6 +12,7 @@
 #include "openvino/op/space_to_batch.hpp"
 #include "openvino/op/transpose.hpp"
 #include "openvino/op/util/op_types.hpp"
+#include "openvino/op/util/pad_base.hpp"
 #include "openvino/pass/pattern/op/wrap_type.hpp"
 #include "openvino/util/common_util.hpp"
 #include "transformations/rt_info/transpose_sinking_attr.hpp"
@@ -25,7 +26,7 @@ using namespace ov::pass::transpose_sinking::utils;
 namespace {
 
 std::vector<size_t> get_indices_by_op_type(const std::shared_ptr<Node>& main_node) {
-    if (as_type_ptr<ov::op::v1::Pad>(main_node)) {
+    if (as_type_ptr<ov::op::util::PadBase>(main_node)) {
         return {1, 2};
     } else if (as_type_ptr<ov::op::v1::BatchToSpace>(main_node) || as_type_ptr<ov::op::v1::SpaceToBatch>(main_node)) {
         return {1, 2, 3};
@@ -38,7 +39,7 @@ std::vector<size_t> get_indices_by_op_type(const std::shared_ptr<Node>& main_nod
 
 TSDataMovementForward::TSDataMovementForward() {
     MATCHER_SCOPE(TSDataMovementForward);
-    create_pattern<ov::op::v1::Pad, ov::op::v1::BatchToSpace, ov::op::v1::SpaceToBatch, ov::op::v0::ReverseSequence>(
+    create_pattern<op::util::PadBase, ov::op::v1::BatchToSpace, ov::op::v1::SpaceToBatch, ov::op::v0::ReverseSequence>(
         true,
         {0});
 
@@ -74,7 +75,7 @@ TSDataMovementBackward::TSDataMovementBackward() {
     MATCHER_SCOPE(TSDataMovementBackward);
 
     auto main_node_label =
-        wrap_type<ov::op::v1::Pad, ov::op::v1::BatchToSpace, ov::op::v1::SpaceToBatch, ov::op::v0::ReverseSequence>(
+        wrap_type<op::util::PadBase, ov::op::v1::BatchToSpace, ov::op::v1::SpaceToBatch, ov::op::v0::ReverseSequence>(
             [](const Output<Node>& output) -> bool {
                 return has_static_rank()(output) && CheckTransposeConsumers(output);
             });
diff --git a/src/common/transformations/tests/transpose_sinking/ts_common_test.cpp b/src/common/transformations/tests/transpose_sinking/ts_common_test.cpp
index 7a7a483c1d58e5..336a89462c57d0 100644
--- a/src/common/transformations/tests/transpose_sinking/ts_common_test.cpp
+++ b/src/common/transformations/tests/transpose_sinking/ts_common_test.cpp
@@ -114,13 +114,30 @@ class PadFactory : public IFactory {
 public:
     explicit PadFactory(const std::string& type_name) : IFactory(type_name) {}
     NodePtr create(const OutputVector& parent_nodes) const override {
-        return std::make_shared<Pad>(parent_nodes[0], parent_nodes[1], parent_nodes[2], ov::op::PadMode::CONSTANT);
+        return std::make_shared<ov::op::v1::Pad>(parent_nodes[0],
+                                                 parent_nodes[1],
+                                                 parent_nodes[2],
+                                                 ov::op::PadMode::CONSTANT);
     }
 };
 FactoryPtr CreatePadFactory(const std::string& type_name) {
     return std::make_shared<PadFactory>(type_name);
 }
 
+class Pad12Factory : public IFactory {
+public:
+    explicit Pad12Factory(const std::string& type_name) : IFactory(type_name) {}
+    NodePtr create(const OutputVector& parent_nodes) const override {
+        return std::make_shared<ov::op::v12::Pad>(parent_nodes[0],
+                                                  parent_nodes[1],
+                                                  parent_nodes[2],
+                                                  ov::op::PadMode::CONSTANT);
+    }
+};
+FactoryPtr CreatePad12Factory(const std::string& type_name) {
+    return std::make_shared<Pad12Factory>(type_name);
+}
+
 class BatchToSpaceFactory : public IFactory {
 public:
     explicit BatchToSpaceFactory(const std::string& type_name) : IFactory(type_name) {}
@@ -253,6 +270,9 @@ FactoryPtr CreateFakeQuantizeFactory(const std::string& type_name) {
 #undef CREATE_PAD_FACTORY
 #define CREATE_PAD_FACTORY(type_name) CreatePadFactory(#type_name)
 
+#undef CREATE_PAD12_FACTORY
+#define CREATE_PAD12_FACTORY(type_name) CreatePad12Factory(#type_name)
+
 #undef CREATE_BATCH_TO_SPACE_FACTORY
 #define CREATE_BATCH_TO_SPACE_FACTORY(type_name) CreateBatchToSpaceFactory(#type_name)
 
@@ -538,6 +558,34 @@ auto test_forward_pad = []() {
 
 INSTANTIATE_TEST_SUITE_P(TransposeSinkingCommonPadForward, TSTestFixture, test_forward_pad());
 
+auto test_negative_forward_pad = []() {
+    TestCase test_case;
+
+    // Initialize common attributes
+    test_case.transformation = CREATE_PASS_FACTORY(TSDataMovementForward);
+    test_case.num_main_ops = {1, 2};
+    test_case.inputs_to_main = {
+        parameter(element::f32, {1, 3, 55, 55}),
+        constant<int64_t>(element::i32, {4}, {1, -2, -3, -4}),
+        constant<int64_t>(element::i32, {4}, {1, -2, -3, -4}),
+    };
+
+    // Test model description:
+    test_case.model.preprocess_inputs_to_main = {{set_transpose_for}, {{0}}};
+    test_case.model.main_op = {CREATE_PAD12_FACTORY(Pad12)};
+    test_case.model.model_template = create_model;
+
+    // Reference model description:
+    test_case.model_ref.preprocess_inputs_to_main = {{set_gather_for}, {{1, 2}}};
+    test_case.model_ref.main_op = {CREATE_PAD12_FACTORY(Pad12)};
+    test_case.model_ref.preprocess_outputs_of_main = {{set_transpose_for}, {{0}}};
+    test_case.model_ref.model_template = create_model;
+
+    return wrapper(test_case);
+};
+
+INSTANTIATE_TEST_SUITE_P(TransposeSinkingCommonNegativePad12Forward, TSTestFixture, test_negative_forward_pad());
+
 auto test_forward_batch_to_space = []() {
     TestCase test_case;