diff --git a/hutool-core/src/main/java/cn/hutool/v7/core/cache/Cache.java b/hutool-core/src/main/java/cn/hutool/v7/core/cache/Cache.java
index 3c8eb1eac..1996183bc 100644
--- a/hutool-core/src/main/java/cn/hutool/v7/core/cache/Cache.java
+++ b/hutool-core/src/main/java/cn/hutool/v7/core/cache/Cache.java
@@ -85,11 +85,11 @@ public interface Cache<K, V> extends Iterable<V>, Serializable {
 	 * 每次调用此方法会刷新最后访问时间，也就是说会重新计算超时时间。
 	 *
 	 * @param key      键
-	 * @param supplier 如果不存在回调方法，用于生产值对象
+	 * @param valueFactory 如果不存在回调方法，用于生产值对象
 	 * @return 值对象
 	 */
-	default V get(final K key, final SerSupplier<V> supplier) {
-		return get(key, true, supplier);
+	default V get(final K key, final SerSupplier<V> valueFactory) {
+		return get(key, true, valueFactory);
 	}
 
 	/**
@@ -99,10 +99,12 @@ public interface Cache<K, V> extends Iterable<V>, Serializable {
 	 *
 	 * @param key                键
 	 * @param isUpdateLastAccess 是否更新最后访问时间，即重新计算超时时间。
-	 * @param supplier           如果不存在回调方法，用于生产值对象
+	 * @param valueFactory       如果不存在回调方法，用于生产值对象
 	 * @return 值对象
 	 */
-	V get(K key, boolean isUpdateLastAccess, SerSupplier<V> supplier);
+	default V get(final K key, final boolean isUpdateLastAccess, final SerSupplier<V> valueFactory) {
+		return get(key, isUpdateLastAccess, timeout(), valueFactory);
+	}
 
 	/**
 	 * 从缓存中获得对象，当对象不在缓存中或已经过期（与当前时间差值大于超时时间）返回SerSupplier回调产生的对象，否则返回值。
@@ -112,10 +114,10 @@ public interface Cache<K, V> extends Iterable<V>, Serializable {
 	 * @param key                键
 	 * @param isUpdateLastAccess 是否更新最后访问时间，即重新计算超时时间。
 	 * @param timeout            自定义超时时间
-	 * @param supplier           如果不存在回调方法，用于生产值对象
+	 * @param valueFactory       如果不存在回调方法，用于生产值对象
 	 * @return 值对象
 	 */
-	V get(K key, boolean isUpdateLastAccess, final long timeout, SerSupplier<V> supplier);
+	V get(K key, boolean isUpdateLastAccess, final long timeout, SerSupplier<V> valueFactory);
 
 	/**
 	 * 从缓存中获得对象，当对象不在缓存中或已经过期（与当前时间差值大于超时时间）返回{@code null}，否则返回值。
diff --git a/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/AbstractCache.java b/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/AbstractCache.java
index 4179ce4aa..a9d1b6002 100644
--- a/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/AbstractCache.java
+++ b/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/AbstractCache.java
@@ -23,7 +23,6 @@ import cn.hutool.v7.core.lang.mutable.Mutable;
 import cn.hutool.v7.core.lang.mutable.MutableObj;
 
 import java.io.Serial;
-import java.util.HashSet;
 import java.util.Iterator;
 import java.util.Map;
 import java.util.Set;
@@ -141,24 +140,9 @@ public abstract class AbstractCache<K, V> implements Cache<K, V> {
 	}
 
 	@Override
-	public V get(final K key, final boolean isUpdateLastAccess, final SerSupplier<V> supplier) {
-		return get(key, isUpdateLastAccess, this.timeout, supplier);
-	}
-
-	/**
-	 * 相同线程key缓存，用于检查key循环引用导致的死锁
-	 */
-	private final ThreadLocal<Set<K>> loadingKeys = ThreadLocal.withInitial(HashSet::new);
-	@Override
-	public V get(final K key, final boolean isUpdateLastAccess, final long timeout, final SerSupplier<V> supplier) {
+	public V get(final K key, final boolean isUpdateLastAccess, final long timeout, final SerSupplier<V> valueFactory) {
 		V v = get(key, isUpdateLastAccess);
-		if (null == v && null != supplier) {
-			// 在尝试加锁前，检查当前线程是否已经在加载这个 key，见：issue#4022
-			// 如果是，则说明发生了循环依赖。
-			if (loadingKeys.get().contains(key)) {
-				throw new IllegalStateException("Circular dependency detected for key: " + key);
-			}
-
+		if (null == v && null != valueFactory) {
 			//每个key单独获取一把锁，降低锁的粒度提高并发能力，see pr#1385@Github
 			final Lock keyLock = keyLockMap.computeIfAbsent(key, k -> new ReentrantLock());
 			keyLock.lock();
@@ -168,15 +152,9 @@ public abstract class AbstractCache<K, V> implements Cache<K, V> {
 				// 因此此处需要使用带全局锁的get获取值
 				v = get(key, isUpdateLastAccess);
 				if (null == v) {
-					loadingKeys.get().add(key);
 					// supplier的创建是一个耗时过程，此处创建与全局锁无关，而与key锁相关，这样就保证每个key只创建一个value，且互斥
-					try {
-						v = supplier.get();
-						put(key, v, timeout);
-					} finally {
-						// 无论 supplier 执行成功还是失败，都必须在 finally 块中移除标记
-						loadingKeys.get().remove(key);
-					}
+					v = valueFactory.get();
+					put(key, v, timeout);
 				}
 			} finally {
 				keyLock.unlock();
@@ -226,7 +204,7 @@ public abstract class AbstractCache<K, V> implements Cache<K, V> {
 	 */
 	@Override
 	public long timeout() {
-		return timeout;
+		return this.timeout;
 	}
 
 	/**
diff --git a/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/NoCache.java b/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/NoCache.java
index ad239815c..6841f1093 100644
--- a/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/NoCache.java
+++ b/hutool-core/src/main/java/cn/hutool/v7/core/cache/impl/NoCache.java
@@ -19,6 +19,7 @@ package cn.hutool.v7.core.cache.impl;
 import cn.hutool.v7.core.cache.Cache;
 import cn.hutool.v7.core.func.SerSupplier;
 
+import java.io.Serial;
 import java.util.Iterator;
 
 /**
@@ -29,6 +30,7 @@ import java.util.Iterator;
  * @author Looly, jodd, VampireAchao
  */
 public class NoCache<K, V> implements Cache<K, V> {
+	@Serial
 	private static final long serialVersionUID = 1L;
 
 	@Override
@@ -67,18 +69,8 @@ public class NoCache<K, V> implements Cache<K, V> {
 	}
 
 	@Override
-	public V get(final K key, final SerSupplier<V> supplier) {
-		return get(key, true, supplier);
-	}
-
-	@Override
-	public V get(final K key, final boolean isUpdateLastAccess, final SerSupplier<V> supplier) {
-		return get(key, isUpdateLastAccess, 0, supplier);
-	}
-
-	@Override
-	public V get(final K key, final boolean isUpdateLastAccess, final long timeout, final SerSupplier<V> supplier) {
-		return (null == supplier) ? null : supplier.get();
+	public V get(final K key, final boolean isUpdateLastAccess, final long timeout, final SerSupplier<V> valueFactory) {
+		return (null == valueFactory) ? null : valueFactory.get();
 	}
 
 	@Override
diff --git a/hutool-core/src/test/java/cn/hutool/v7/core/cache/CacheConcurrentTest.java b/hutool-core/src/test/java/cn/hutool/v7/core/cache/CacheConcurrentTest.java
index 5ebb1c11e..9b916a50e 100644
--- a/hutool-core/src/test/java/cn/hutool/v7/core/cache/CacheConcurrentTest.java
+++ b/hutool-core/src/test/java/cn/hutool/v7/core/cache/CacheConcurrentTest.java
@@ -19,6 +19,8 @@ package cn.hutool.v7.core.cache;
 import cn.hutool.v7.core.cache.impl.FIFOCache;
 import cn.hutool.v7.core.cache.impl.LRUCache;
 import cn.hutool.v7.core.cache.impl.WeakCache;
+import cn.hutool.v7.core.exception.HutoolException;
+import cn.hutool.v7.core.func.SerSupplier;
 import cn.hutool.v7.core.lang.Console;
 import cn.hutool.v7.core.thread.ConcurrencyTester;
 import cn.hutool.v7.core.thread.ThreadUtil;
@@ -26,6 +28,10 @@ import org.junit.jupiter.api.Assertions;
 import org.junit.jupiter.api.Disabled;
 import org.junit.jupiter.api.Test;
 
+import java.util.concurrent.CountDownLatch;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.TimeUnit;
 import java.util.concurrent.atomic.AtomicInteger;
 
 /**
@@ -121,4 +127,43 @@ public class CacheConcurrentTest {
 		// 总耗时应与单次操作耗时在同一个数量级
 		Assertions.assertTrue(interval < delay * 2);
 	}
+
+	@Test
+	void issue4022Test() throws InterruptedException {
+		final Cache<String, String> cache = new LRUCache<>(100);
+
+		final String key1 = "key1";
+		final String key2 = "key2";
+
+		final CountDownLatch latch = new CountDownLatch(2);
+		// 线程1：key1 -> key2
+		ThreadUtil.execute(() -> {
+			try {
+				final String result = cache.get(key1, () -> {
+					Thread.sleep(100);
+					return cache.get(key2, () -> "value2") + "-nested";
+				});
+			}
+			finally {
+				latch.countDown();
+			}
+		});
+
+		// 线程2：key2 -> key1
+		ThreadUtil.execute(() -> {
+			try {
+				final String result = cache.get(key2, () -> {
+					Thread.sleep(100);
+					return cache.get(key1, () -> "value1") + "-nested";
+				});
+			} finally {
+				latch.countDown();
+			}
+		});
+
+		// 设置超时检测死锁
+		if (!latch.await(5, TimeUnit.SECONDS)) {
+			throw new HutoolException("检测到可能的死锁!");
+		}
+	}
 }