diff --git a/__tests__/integration/snapshots/api/chart-render-update-attributes/step1.png b/__tests__/integration/snapshots/api/chart-render-update-attributes/step1.png
index bd3e23f9b2..b6612fcf14 100644
Binary files a/__tests__/integration/snapshots/api/chart-render-update-attributes/step1.png and b/__tests__/integration/snapshots/api/chart-render-update-attributes/step1.png differ
diff --git a/__tests__/plots/api/chart-render-update-attributes.ts b/__tests__/plots/api/chart-render-update-attributes.ts
index 2929e85927..31041c7418 100644
--- a/__tests__/plots/api/chart-render-update-attributes.ts
+++ b/__tests__/plots/api/chart-render-update-attributes.ts
@@ -18,6 +18,8 @@ export function chartRenderUpdateAttributes(context) {
     canvas,
   });
 
+  const xy = { x: 'date', y: 'close' };
+
   const options = {
     type: 'line',
     data: {
@@ -25,10 +27,7 @@ export function chartRenderUpdateAttributes(context) {
       value: 'data/aapl.csv',
       transform: [{ type: 'slice', start: 0, end: 10 }],
     },
-    encode: {
-      x: 'date',
-      y: 'close',
-    },
+    encode: { ...xy, color: 'red' },
     axis: { x: false },
   };
 
@@ -46,18 +45,16 @@ export function chartRenderUpdateAttributes(context) {
     if (lineDash) {
       chart.options({
         ...options,
-        style: {
-          lineDash: null,
-        },
+        encode: { ...xy, color: 'red' },
+        style: { lineDash: null },
       });
       lineDash = false;
       chart.render().then(resolve1);
     } else {
       chart.options({
         ...options,
-        style: {
-          lineDash: [5, 4],
-        },
+        encode: { ...xy, color: undefined },
+        style: { lineDash: [5, 4] },
       });
       lineDash = true;
       chart.render().then(resolve);
diff --git a/__tests__/unit/utils/deepAssign.spec.ts b/__tests__/unit/utils/deepAssign.spec.ts
new file mode 100644
index 0000000000..5384bba7b3
--- /dev/null
+++ b/__tests__/unit/utils/deepAssign.spec.ts
@@ -0,0 +1,78 @@
+import { deepAssign } from '../../../src/utils/helper';
+
+describe('deepAssign', () => {
+  it('deepAssign(dist, src) should mutate dist obj.', () => {
+    const dist = { a: 1 };
+    deepAssign(dist, { a: 2 });
+    expect(dist.a).toBe(2);
+  });
+
+  it('deepAssign(dist, src) should return dist obj.', () => {
+    const dist = { a: 1 };
+    expect(deepAssign(dist, { a: 2 })).toBe(dist);
+  });
+
+  it('deepAssign(dist, src) should override primitive key.', () => {
+    expect(
+      deepAssign(
+        { a: 1, b: 'a', c: false, d: 3, e: 5 },
+        { a: 2, b: 'b', c: true, d: undefined, e: null },
+      ),
+    ).toEqual({
+      a: 2,
+      b: 'b',
+      c: true,
+      d: undefined,
+      e: null,
+    });
+  });
+
+  it('deepAssign(dist, src) should override array key.', () => {
+    expect(deepAssign({ a: '1' }, { a: [1, 2, 3] })).toEqual({ a: [1, 2, 3] });
+  });
+
+  it('deepAssign(dist, src) should override built-in object.', () => {
+    const a = deepAssign(
+      {
+        a: new Map([
+          [1, 1],
+          [2, 2],
+        ]),
+      },
+      {
+        a: new Map([
+          [1, 'a'],
+          [2, 'b'],
+        ]),
+      },
+    ).a as Map<number, any>;
+    expect(a.get(1)).toBe('a');
+  });
+
+  it('deepAssign(dist, src) should override non-plain-object dist key.', () => {
+    expect(deepAssign({ a: 1 }, { a: { b: 2 } })).toEqual({ a: { b: 2 } });
+  });
+
+  it('deepAssign(dist, src) should assign plain object recursively.', () => {
+    const dist = { a: { b: { c: { d: 5 } } } };
+    const src = { a: { b: { c: { d: 6 } } } };
+    deepAssign(dist, src);
+    expect(dist.a.b.c.d).toBe(6);
+  });
+
+  it('deepAssign(dist, src) should has default max level.', () => {
+    const dist = { a: { b: { c: { d: { e: { f: 5 }, g: 5 } } } } };
+    const src = { a: { b: { c: { d: { e: { f: 6 }, g: 6 } } } } };
+    deepAssign(dist, src);
+    expect(dist.a.b.c.d.e.f).toBe(5);
+    expect(dist.a.b.c.d.g).toBe(6);
+  });
+
+  it('deepAssign(dist, src, maxLevel, level) should specify maxLevel.', () => {
+    const dist = { a: { b: { c: 1 }, e: 1 } };
+    const src = { a: { b: { c: 2 }, e: 2 } };
+    deepAssign(dist, src, 2);
+    expect(dist.a.b.c).toBe(1);
+    expect(dist.a.e).toBe(2);
+  });
+});
diff --git a/src/api/utils.ts b/src/api/utils.ts
index 33c0d79f0f..2f16266f47 100644
--- a/src/api/utils.ts
+++ b/src/api/utils.ts
@@ -1,6 +1,6 @@
-import { deepMix } from '@antv/util';
 import { G2ViewTree } from '../runtime';
 import { getContainerSize } from '../utils/size';
+import { deepAssign } from '../utils/helper';
 import { Node } from './node';
 import { mark } from './mark';
 import { composition } from './composition';
@@ -139,7 +139,7 @@ function updateNode(node: Node, newOptions: G2ViewTree) {
   const { type, children, ...value } = newOptions;
   if (node.type === type || type === undefined) {
     // Update node.
-    node.value = deepMix(node.value, value);
+    deepAssign(node.value, value);
   } else if (typeof type === 'string') {
     // Transform node.
     node.type = type;
diff --git a/src/utils/helper.ts b/src/utils/helper.ts
index 0dd7deda1f..9d17e6d278 100644
--- a/src/utils/helper.ts
+++ b/src/utils/helper.ts
@@ -1,5 +1,5 @@
 import { DisplayObject } from '@antv/g';
-import { lowerFirst, upperFirst } from '@antv/util';
+import { lowerFirst, upperFirst, isPlainObject } from '@antv/util';
 
 export function identity<T>(x: T): T {
   return x;
@@ -146,3 +146,26 @@ export function isStrictObject(d: any): boolean {
 export function isUnset(value) {
   return value === null || value === false;
 }
+
+export function deepAssign(
+  dist: Record<string, unknown>,
+  src: Record<string, unknown>,
+  maxLevel = 5,
+  level = 0,
+): Record<string, unknown> {
+  if (level >= maxLevel) return;
+  for (const key of Object.keys(src)) {
+    const value = src[key];
+    if (!isPlainObject(value) || !isPlainObject(dist[key])) {
+      dist[key] = value;
+    } else {
+      deepAssign(
+        dist[key] as Record<string, unknown>,
+        value as Record<string, unknown>,
+        maxLevel,
+        level + 1,
+      );
+    }
+  }
+  return dist;
+}