diff --git a/umongo/abstract.py b/umongo/abstract.py
index 143a6e39..71848e84 100644
--- a/umongo/abstract.py
+++ b/umongo/abstract.py
@@ -114,6 +114,8 @@ class BaseField(ma_fields.Field):
         'unique_compound': N_('Values of fields {fields} must be unique together.')
     }
 
+    MARSHMALLOW_ARGS_PREFIX = 'marshmallow_'
+
     def __init__(self, *args, io_validate=None, unique=False, instance=None, **kwargs):
         if 'missing' in kwargs:
             raise RuntimeError("uMongo doesn't use `missing` argument, use `default` "
@@ -125,21 +127,21 @@ def __init__(self, *args, io_validate=None, unique=False, instance=None, **kwarg
 
         # Store attributes prefixed with marshmallow_ to use them when
         # creating pure marshmallow Schema
-        for attribute in (
-            'data_key', 'attribute', 'validate', 'required', 'allow_none',
-            'load_only', 'dump_only', 'error_messages'
-        ):
-            attribute = 'marshmallow_' + attribute
-            if attribute in kwargs:
-                setattr(self, attribute, kwargs.pop(attribute))
-
-        ma_missing = kwargs.pop('marshmallow_missing', None)
-        ma_default = kwargs.pop('marshmallow_default', None)
+        self._ma_kwargs = {
+            key[len(self.MARSHMALLOW_ARGS_PREFIX):]: val
+            for key, val in kwargs.items()
+            if key.startswith(self.MARSHMALLOW_ARGS_PREFIX)
+        }
+        kwargs = {
+            key: val
+            for key, val in kwargs.items()
+            if not key.startswith(self.MARSHMALLOW_ARGS_PREFIX)
+        }
 
         super().__init__(*args, **kwargs)
 
-        self.marshmallow_missing = ma_missing if ma_missing is not None else self.default
-        self.marshmallow_default = ma_default if ma_default is not None else self.default
+        self._ma_kwargs.setdefault('missing', self.default)
+        self._ma_kwargs.setdefault('default', self.default)
 
         # Overwrite error_messages to handle i18n translation
         self.error_messages = I18nErrorDict(self.error_messages)
@@ -209,14 +211,7 @@ def _extract_marshmallow_field_params(self, mongo_world):
             params['attribute'] = self.attribute
 
         # Override uMongo attributes with marshmallow_ prefixed attributes
-        for attribute in (
-            'default', 'missing', 'data_key', 'attribute',
-            'validate', 'required', 'allow_none',
-            'load_only', 'dump_only', 'error_messages'
-        ):
-            ma_attribute = 'marshmallow_' + attribute
-            if hasattr(self, ma_attribute):
-                params[attribute] = getattr(self, ma_attribute)
+        params.update(self._ma_kwargs)
 
         params.update(self.metadata)
         return params