diff --git a/django/db/models/query.py b/django/db/models/query.py
index 04a1c513f6..aa2034919c 100644
--- a/django/db/models/query.py
+++ b/django/db/models/query.py
@@ -280,8 +280,8 @@ class QuerySet(object):
 
         for row in self.query.results_iter():
             if fill_cache:
-                obj, aggregate_start = get_cached_row(self.model, row,
-                                    index_start, max_depth, requested=requested)
+                obj, _ = get_cached_row(self.model, row,
+                                        index_start, max_depth, requested=requested)
             else:
                 # omit aggregates in object creation
                 obj = self.model(*row[index_start:aggregate_start])
diff --git a/django/db/models/sql/query.py b/django/db/models/sql/query.py
index 4e46da6424..bf664c606e 100644
--- a/django/db/models/sql/query.py
+++ b/django/db/models/sql/query.py
@@ -698,7 +698,7 @@ class BaseQuery(object):
         """
         qn = self.quote_name_unless_alias
         result = []
-        for col in self.group_by:
+        for col in self.group_by + self.related_select_cols:
             if isinstance(col, (list, tuple)):
                 result.append('%s.%s' % (qn(col[0]), qn(col[1])))
             elif hasattr(col, 'as_sql'):
diff --git a/tests/regressiontests/aggregation_regress/models.py b/tests/regressiontests/aggregation_regress/models.py
index d7dd7617e6..3e5f873472 100644
--- a/tests/regressiontests/aggregation_regress/models.py
+++ b/tests/regressiontests/aggregation_regress/models.py
@@ -194,6 +194,11 @@ FieldError: Cannot resolve keyword 'foo' into field. Choices are: authors, id, i
 >>> Book.objects.annotate(num_authors=Count('authors')).order_by('publisher__name', 'name')
 [<Book: Practical Django Projects>, <Book: The Definitive Guide to Django: Web Development Done Right>, <Book: Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp>, <Book: Artificial Intelligence: A Modern Approach>, <Book: Python Web Development with Django>, <Book: Sams Teach Yourself Django in 24 Hours>]
 
+# Regression for #10127 - Empty select_related() works with annotate
+>>> books = Book.objects.all().filter(rating__lt=4.5).select_related().annotate(Avg('authors__age'))
+>>> sorted([(b.name, b.authors__age__avg) for b in books])
+[(u'Artificial Intelligence: A Modern Approach', 51.5), (u'Practical Django Projects', 29.0), (u'Python Web Development with Django', 30.3...), (u'Sams Teach Yourself Django in 24 Hours', 45.0)]
+
 """
 }