nestjs+typeOrm 一对一关系，关联表数据删不掉？

现在有一个user表，和 profile表，user 和 profile是一对一关系；添加正常，user 和 profile表都会有数据；问题是 删除不正常，user表可以正常删除，profile删不掉我看文的说是得加上关联关系，我这里都加上了，一直不好使，崩溃呃了

entity如下：

user entity

import { Profile } from './profile.entity';
import { Column, Entity, JoinColumn, OneToOne, PrimaryGeneratedColumn } from 'typeorm';

@Entity()
export class User {
    @PrimaryGeneratedColumn()
    id: number;

    @Column({ type: 'varchar' })
    name: string;

    @OneToOne(() => Profile, (profile) => profile.user, {
        cascade: true,
        onDelete: 'CASCADE',
        onUpdate: 'CASCADE',
    })
    @JoinColumn()
    profile: Profile;
}

profile entity

import { User } from './user.entity';
import { Column, Entity, OneToOne, PrimaryGeneratedColumn } from 'typeorm';

@Entity()
export class Profile {
    @PrimaryGeneratedColumn()
    id: number;

    @Column()
    gender: string;

    @OneToOne(() => User, (user) => user.profile)
    user: User;
}

user dto

import { Profile } from '../entities/profile.entity';

export class CreateUserDto {
    name: string;

    profile: Profile;
}

user controller

import { Controller, Post, Body, Param, Delete } from '@nestjs/common';
import { UserService } from './user.service';
import { CreateUserDto } from './dto/create-user.dto';

@Controller('user')
export class UserController {
    constructor(private readonly userService: UserService) {}

    @Post()
    create(@Body() createUserDto: CreateUserDto) {
        return this.userService.create(createUserDto);
    }

    @Delete(':id')
    remove(@Param('id') id: string) {
        return this.userService.remove(+id);
    }
}

user service

import { Injectable, NotFoundException } from '@nestjs/common';
import { CreateUserDto } from './dto/create-user.dto';
import { User } from './entities/user.entity';
import { InjectRepository } from '@nestjs/typeorm';
import { Repository } from 'typeorm';

@Injectable()
export class UserService {
    @InjectRepository(User)
    user: Repository<User>;

    // 创建是正常的，user 和 profile表都会有数据
    create(createUserDto: CreateUserDto) {
        const user = new User();
        user.name = createUserDto.name;

        user.profile = createUserDto.profile;
        return this.user.save(user);
    }

    // 问题出现在这里，只删除了user表的数据，profile表的数据没有删除掉
    // 希望profile表的数据也能删除掉
    async remove(id: number) {
        const user = await this.user.findOne({
            where: { id },
            relations: ['profile'],
        });
        console.log(user);
        if (!user) {
            throw new NotFoundException();
        }
        return this.user.remove(user);
    }
}