diff --git a/components/table/Table.tsx b/components/table/Table.tsx
index c7b0579837..75113ded1d 100755
--- a/components/table/Table.tsx
+++ b/components/table/Table.tsx
@@ -358,6 +358,17 @@ export default class Table<T> extends React.Component<TableProps<T>, TableState<
     };
   }
 
+  isSameColumn(a: ColumnProps<T> | null, b: ColumnProps<T> | null) {
+    if (a && b && a.key && a.key === b.key) {
+      return true;
+    }
+    return a === b || shallowEqual(a, b, (value: any, other: any) => {
+      if (typeof value === 'function' && typeof other === 'function') {
+        return value === other || value.toString() === other.toString();
+      }
+    });
+  }
+
   toggleSortOrder(column: ColumnProps<T>) {
     if (!column.sorter) {
       return;
@@ -366,8 +377,7 @@ export default class Table<T> extends React.Component<TableProps<T>, TableState<
     // 只同时允许一列进行排序，否则会导致排序顺序的逻辑问题
     let newSortOrder: 'descend' | 'ascend' | undefined;
     // 切换另一列时，丢弃 sortOrder 的状态
-    const oldSortOrder = (sortColumn === column || shallowEqual(sortColumn, column))
-      ? sortOrder : undefined;
+    const oldSortOrder = this.isSameColumn(sortColumn, column) ? sortOrder : undefined;
     // 切换排序状态，按照降序/升序/不排序的顺序
     if (!oldSortOrder) {
       newSortOrder = 'descend';
diff --git a/components/table/__tests__/Table.sorter.test.js b/components/table/__tests__/Table.sorter.test.js
index b8b896ae00..d2d5c90c96 100644
--- a/components/table/__tests__/Table.sorter.test.js
+++ b/components/table/__tests__/Table.sorter.test.js
@@ -1,3 +1,4 @@
+/* eslint-disable react/no-multi-comp */
 import React from 'react';
 import { render, mount } from 'enzyme';
 import Table from '..';
@@ -263,4 +264,115 @@ describe('Table.sorter', () => {
     expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
     expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
   });
+
+  // https://github.com/ant-design/ant-design/issues/12737
+  it('should toggle sort state when columns with non primitive properties are put in render', () => {
+    const testData = [
+      { key: 0, name: 'Jack', age: 11 },
+      { key: 1, name: 'Lucy', age: 20 },
+      { key: 2, name: 'Tom', age: 21 },
+      { key: 3, name: 'Jerry', age: 22 },
+    ];
+    class TableTest extends React.Component {
+      state = {
+        pagination: {},
+      };
+
+      onChange = (pagination) => {
+        this.setState({ pagination });
+      }
+
+      render() {
+        const columns = [{
+          title: 'name',
+          dataIndex: 'name',
+          sorter: true,
+          render: text => text,
+        }];
+        const { pagination } = this.state;
+        return (
+          <Table
+            columns={columns}
+            pagination={pagination}
+            dataSource={testData}
+            onChange={this.onChange}
+          />
+        );
+      }
+    }
+
+    const wrapper = mount(<TableTest />);
+    const nameColumn = wrapper.find('.ant-table-column-sorters').at(0);
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' on');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' on');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+  });
+
+  // https://github.com/ant-design/ant-design/issues/12870
+  it('should toggle sort state when columns with key are put in render', () => {
+    const testData = [
+      { key: 0, name: 'Jack', age: 11 },
+      { key: 1, name: 'Lucy', age: 20 },
+      { key: 2, name: 'Tom', age: 21 },
+      { key: 3, name: 'Jerry', age: 22 },
+    ];
+    class TableTest extends React.Component {
+      state = {
+        pagination: {},
+      };
+
+      onChange = (pagination) => {
+        this.setState({ pagination });
+      }
+
+      render() {
+        const columns = [{
+          title: 'name',
+          dataIndex: 'name',
+          sorter: true,
+          key: 'a',
+          style: {
+            fontSize: 18,
+          },
+        }];
+        const { pagination } = this.state;
+        return (
+          <Table
+            columns={columns}
+            pagination={pagination}
+            dataSource={testData}
+            onChange={this.onChange}
+          />
+        );
+      }
+    }
+
+    const wrapper = mount(<TableTest />);
+    const nameColumn = wrapper.find('.ant-table-column-sorters').at(0);
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' on');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' on');
+    // sort name
+    nameColumn.simulate('click');
+    expect(nameColumn.find('.ant-table-column-sorter-down').at(0).getDOMNode().className).toContain(' off');
+    expect(nameColumn.find('.ant-table-column-sorter-up').at(0).getDOMNode().className).toContain(' off');
+  });
 });