React JS: How to make this delete button work

I have a simple ToDo application written in React. I cannot figure out how to remove the ToDos.

I have two separate files App.js

    import React, { Component } from 'react';
    import './App.css';
    import ToDo from './components/ToDo.js';

    class App extends Component {
      constructor(props) {
        super(props);
        this.state = {
          todos: [
            { id: 1, description: 'Walk the cat', isCompleted: true },
            { id: 2, description: 'Throw the dishes away', isCompleted: false },
            { id: 3, description: 'Buy new dishes', isCompleted: false}
          ],
          newTodoDescription: ''
        };
        this.deleteTodo = this.deleteTodo.bind(this);
      }

    handleChange(e) {
      this.setState({ newTodoDescription: e.target.value })
    }

    handleSubmit(e) {
      e.preventDefault();
      if (!this.state.newTodoDescription) { return }
      const newTodo = { description: this.state.newTodoDescription, isCompleted: false };
      this.setState({ todos: [...this.state.todos, newTodo], newTodoDescription: '' });
    }


    toggleComplete(index) {
      const todos = this.state.todos.slice();
      const todo = todos[index];
      todo.isCompleted = todo.isCompleted ? false : true;
      this.setState({ todos: todos });
    }


    deleteTodo(id) {
      this.setState((prevState) => ({
        items: prevState.items.filter(item => item.id !== id),
      }))
    }


      render() {
        return (
          <div className="App">
            <form onSubmit={ (e) => this.handleSubmit(e)}>
              <input type="text"
                value={ this.state.newTodoDescription }
                onChange={ (e) => this.handleChange(e) }
                />
              <input type="submit" />
            </form>
            <ul>
              { this.state.todos.map( (todo, index) =>
                <ToDo key={ index }
                  description={ todo.description }
                  isCompleted={ todo.isCompleted }
                  toggleComplete={ () => this.toggleComplete(index) }
                  onDelete={ this.deleteTodo }
                   />
              )}

            </ul>
          </div>
        );
      }
    }

    export default App;

The second file is ToDo.js

     import React, { Component } from 'react';

      class ToDo extends Component {
        render() {
          return (
            <li>
              <input type="checkbox" checked={ this.props.isCompleted } onChange={ this.props.toggleComplete } />
              <button onClick={() => this.props.deleteTodo(this.props.id)}>Delete</button>
              <span>{ this.props.description }</span>
            </li>
          );
        }
      }

      export default ToDo;

When I click on the button I am presented with an error: TypeError: _this2.props.deleteTodo is not a function

How can I get my current code to work?