diff --git a/loki/visitors/ir_graph.py b/loki/visitors/ir_graph.py
index e645d3907..8b6fd6ed9 100644
--- a/loki/visitors/ir_graph.py
+++ b/loki/visitors/ir_graph.py
@@ -184,9 +184,33 @@ def __add_node(self, node, **kwargs):
             A list of a tuple of a node and potentially a edge information
         """
         label = kwargs.get("label", "")
+
         if label == "":
             label = self.format_node(repr(node))
 
+        try:
+            live_symbols = "live: [" + ", ".join(
+                str(symbol) for symbol in node.live_symbols
+            )
+            defines_symbols = "defines: [" + ", ".join(
+                str(symbol) for symbol in node.defines_symbols
+            )
+            uses_symbols = "uses: [" + ", ".join(
+                str(symbol) for symbol in node.uses_symbols
+            )
+            label = self.format_line(
+                label,
+                "\n",
+                live_symbols,
+                "], ",
+                defines_symbols,
+                "], ",
+                uses_symbols,
+                "]",
+            )
+        except (RuntimeError, KeyError, AttributeError) as _:
+            pass
+
         shape = kwargs.get("shape", "oval")
 
         node_key = str(id(node))
@@ -321,8 +345,7 @@ def visit_Conditional(self, o, **kwargs):
         return node_edge_info
 
 
-def ir_graph(
-    ir, show_comments=False, show_expressions=False, linewidth=40, symgen=str):
+def ir_graph(ir, show_comments=False, show_expressions=False, linewidth=40, symgen=str):
     """
     Pretty-print the given IR using :class:`GraphCollector`.
 
@@ -342,8 +365,12 @@ def ir_graph(
     log = "[Loki::Graph Visualization] Created graph visualization in {:.2f}s"
 
     with Timer(text=log):
-        graph_representation = GraphCollector(show_comments, show_expressions, linewidth, symgen)
-        node_edge_info = [item for item in graph_representation.visit(ir) if item is not None]
+        graph_representation = GraphCollector(
+            show_comments, show_expressions, linewidth, symgen
+        )
+        node_edge_info = [
+            item for item in graph_representation.visit(ir) if item is not None
+        ]
 
         graph = Digraph()
         graph.attr(rankdir="LR")
diff --git a/tests/test_ir_graph.py b/tests/test_ir_graph.py
index 7958d3d88..ac7e14c1d 100644
--- a/tests/test_ir_graph.py
+++ b/tests/test_ir_graph.py
@@ -11,6 +11,9 @@
 from conftest import graphviz_present
 from loki import Sourcefile
 from loki.visitors.ir_graph import ir_graph, GraphCollector
+from loki.visitors import FindNodes
+from loki.analyse import dataflow_analysis_attached
+from loki.ir import Node
 
 
 @pytest.fixture(scope="module", name="here")
@@ -197,7 +200,9 @@ def test_graph_collector_node_edge_count_only(
     graph_collector = GraphCollector(
         show_comments=show_comments, show_expressions=show_expressions
     )
-    node_edge_info = [item for item in graph_collector.visit(source.ir) if item is not None]
+    node_edge_info = [
+        item for item in graph_collector.visit(source.ir) if item is not None
+    ]
 
     node_names = [name for (name, _) in get_property(node_edge_info, "name")]
     node_labels = [label for (label, _) in get_property(node_edge_info, "label")]
@@ -224,7 +229,9 @@ def test_graph_collector_detail(here, test_file):
     source = Sourcefile.from_file(here / test_file)
 
     graph_collector = GraphCollector()
-    node_edge_info = [item for item in graph_collector.visit(source.ir) if item is not None]
+    node_edge_info = [
+        item for item in graph_collector.visit(source.ir) if item is not None
+    ]
 
     node_names = [name for (name, _) in get_property(node_edge_info, "name")]
     node_labels = [label for (label, _) in get_property(node_edge_info, "label")]
@@ -252,7 +259,9 @@ def test_graph_collector_maximum_label_length(here, test_file, linewidth):
     graph_collector = GraphCollector(
         show_comments=True, show_expressions=True, linewidth=linewidth
     )
-    node_edge_info = [item for item in graph_collector.visit(source.ir) if item is not None]
+    node_edge_info = [
+        item for item in graph_collector.visit(source.ir) if item is not None
+    ]
     node_labels = [label for (label, _) in get_property(node_edge_info, "label")]
 
     for label in node_labels:
@@ -309,3 +318,38 @@ def test_ir_graph_writes_correct_graphs(here, test_file):
 
     for node, label in zip(node_ids, found_labels):
         assert solution["node_labels"][node[0]] == label[0]
+
+
+@pytest.mark.parametrize("test_file", test_files)
+def test_ir_graph_dataflow_analysis_attached(here, test_file):
+    source = Sourcefile.from_file(here / test_file)
+
+    def find_lives_defines_uses(text):
+        # Regular expression pattern to match content within square brackets after 'live:', 'defines:', and 'uses:'
+        pattern = r"live:\s*\[([^\]]*?)\],\s*defines:\s*\[([^\]]*?)\],\s*uses:\s*\[([^\]]*?)\]"
+        matches = re.search(pattern, text)
+        assert matches
+
+        def remove_spaces_and_newlines(text):
+            return text.replace(" ", "").replace("\n", "")
+
+        def disregard_empty_strings(elements):
+            return set(element for element in elements if element != "")
+
+        def apply_conversion(text):
+            return disregard_empty_strings(remove_spaces_and_newlines(text).split(","))
+
+        return (
+            apply_conversion(matches.group(1)),
+            apply_conversion(matches.group(2)),
+            apply_conversion(matches.group(3)),
+        )
+
+    for routine in source.all_subroutines:
+        with dataflow_analysis_attached(routine):
+            for node in FindNodes(Node).visit(routine.body):
+                node_info, _ = GraphCollector(show_comments=True).visit(node)[0]
+                lives, defines, uses = find_lives_defines_uses(node_info["label"])
+                assert node.live_symbols == set(lives)
+                assert node.uses_symbols == set(uses)
+                assert node.defines_symbols == set(defines)