diff --git a/reference_data/management/commands/update_human_phenotype_ontology.py b/reference_data/management/commands/update_human_phenotype_ontology.py
index 76f50893bc..5e9c3537ed 100644
--- a/reference_data/management/commands/update_human_phenotype_ontology.py
+++ b/reference_data/management/commands/update_human_phenotype_ontology.py
@@ -1,5 +1,6 @@
 import logging
 import os
+import re
 from tqdm import tqdm
 
 from django.db import transaction
@@ -79,7 +80,8 @@ def parse_obo_file(file_iterator):
                 'is_category': False,
             }
         elif line.startswith("is_a: "):
-            is_a = value.split(" ! ")[0]
+            # OBO format: "<id>" optionally followed by " ! <label>" and/or trailing " {<modifiers>}"
+            is_a = re.sub(r'\s*\{[^}]*\}\s*$', '', value).split(' ! ')[0].strip()
             if is_a == "HP:0000118":
                 hpo_id_to_record[hpo_id]['is_category'] = True
             hpo_id_to_record[hpo_id]['parent_id'] = is_a
diff --git a/reference_data/management/tests/update_hpo_tests.py b/reference_data/management/tests/update_hpo_tests.py
index e3cf107312..5cf8b55bb7 100644
--- a/reference_data/management/tests/update_hpo_tests.py
+++ b/reference_data/management/tests/update_hpo_tests.py
@@ -81,6 +81,16 @@
     'synonym: "Head and neck abnormality" EXACT layperson []\n',
     'xref: UMLS:C4021817\n',
     'is_a: HP:0000118 ! Phenotypic abnormality\n',
+    '\n',
+    '[Term]\n', # is_a with xref and no label
+    'id: HP:9999001\n',
+    'name: trailer with xref only\n',
+    'is_a: HP:0000118 {xref="PMID:31677808"}\n',
+    '\n',
+    '[Term]\n', # is_a with label and xref
+    'id: HP:9999002\n',
+    'name: trailer with label and xref\n',
+    'is_a: HP:0000118 ! Phenotypic abnormality {xref="PMID:31677808"}\n',
 ]
 
 EXPECTED_DB_DATA = {
@@ -123,7 +133,23 @@
         'parent_id': 'HP:0000001',
         'hpo_id': 'HP:0000003',
         'category_id': None
-    }
+    },
+    'HP:9999001': {
+        'is_category': True,
+        'definition': None,
+        'name': 'trailer with xref only',
+        'parent_id': 'HP:0000118',
+        'hpo_id': 'HP:9999001',
+        'category_id': 'HP:9999001',
+    },
+    'HP:9999002': {
+        'is_category': True,
+        'definition': None,
+        'name': 'trailer with label and xref',
+        'parent_id': 'HP:0000118',
+        'hpo_id': 'HP:9999002',
+        'category_id': 'HP:9999002',
+    },
 }
 
 class UpdateHpoTest(TestCase):
@@ -152,7 +178,7 @@ def test_update_hpo_command(self, mock_tempfile, mock_logger):
         call_command('update_human_phenotype_ontology')
 
         calls = [
-            mock.call('Deleting HumanPhenotypeOntology table with 12 records and creating new table with 5 records'),
+            mock.call('Deleting HumanPhenotypeOntology table with 12 records and creating new table with 7 records'),
             mock.call('Done'),
         ]
         mock_logger.info.assert_has_calls(calls)
@@ -163,7 +189,7 @@ def test_update_hpo_command(self, mock_tempfile, mock_logger):
         call_command('update_human_phenotype_ontology', tmp_file)
 
         calls = [
-            mock.call('Deleting HumanPhenotypeOntology table with 5 records and creating new table with 5 records'),
+            mock.call('Deleting HumanPhenotypeOntology table with 7 records and creating new table with 7 records'),
             mock.call('Done'),
         ]
         mock_logger.info.assert_has_calls(calls)