Chest itself is fat.
Losing fat is all about health. It's impossible not to lose weight and chest. It's a lie to tell you that you can lose weight without losing your chest. Don't believe it.
You can do some upper limb training while reducing fat to straighten your chest muscles. Although the chest is thin, it has a good chest shape.