diff --git a/moto/dynamodb2/responses.py b/moto/dynamodb2/responses.py
index 3ceda0be1..95d52ebdd 100644
--- a/moto/dynamodb2/responses.py
+++ b/moto/dynamodb2/responses.py
@@ -329,6 +329,7 @@ class DynamoHandler(BaseResponse):
         else:
             # 'KeyConditions': {u'forum_name': {u'ComparisonOperator': u'EQ', u'AttributeValueList': [{u'S': u'the-key'}]}}
             key_conditions = self.body.get('KeyConditions')
+            query_filters = self.body.get("QueryFilter")
             if key_conditions:
                 hash_key_name, range_key_name = dynamodb_backend2.get_table_keys_name(
                     name, key_conditions.keys())
@@ -357,6 +358,8 @@ class DynamoHandler(BaseResponse):
                         else:
                             range_comparison = None
                             range_values = []
+            if query_filters:
+                filter_kwargs.update(query_filters)
         index_name = self.body.get('IndexName')
         exclusive_start_key = self.body.get('ExclusiveStartKey')
         limit = self.body.get("Limit")
diff --git a/tests/test_dynamodb2/test_dynamodb_table_with_range_key.py b/tests/test_dynamodb2/test_dynamodb_table_with_range_key.py
index 58e0d66d1..c740350ef 100644
--- a/tests/test_dynamodb2/test_dynamodb_table_with_range_key.py
+++ b/tests/test_dynamodb2/test_dynamodb_table_with_range_key.py
@@ -838,6 +838,47 @@ def test_query_filter_gte():
     list(results).should.have.length_of(2)
 
 
+@requires_boto_gte("2.9")
+@mock_dynamodb2_deprecated
+def test_query_non_hash_range_key():
+    table = create_table_with_local_indexes()
+    item_data = [
+        {
+            'forum_name': 'Cool Forum',
+            'subject': 'Check this out!',
+            'version': '1',
+            'threads': 1,
+        },
+        {
+            'forum_name': 'Cool Forum',
+            'subject': 'Read this now!',
+            'version': '3',
+            'threads': 5,
+        },
+        {
+            'forum_name': 'Cool Forum',
+            'subject': 'Please read this... please',
+            'version': '2',
+            'threads': 0,
+        }
+    ]
+    for data in item_data:
+        item = Item(table, data)
+        item.save(overwrite=True)
+
+    results = table.query(
+        forum_name__eq='Cool Forum', version__gt="2"
+    )
+    results = list(results)
+    results.should.have.length_of(1)
+
+    results = table.query(
+        forum_name__eq='Cool Forum', version__lt="3"
+    )
+    results = list(results)
+    results.should.have.length_of(2)
+
+
 @mock_dynamodb2_deprecated
 def test_reverse_query():
     conn = boto.dynamodb2.layer1.DynamoDBConnection()