please read my article Fabric Dyeing 101 that is on www.fabrics.net. It has a link at the top of my monthly column.
Nothing is impossible – but will you be pleased with the outcome? The lining and thread will not take the dye. IN addition, the fabric will undergo stress from a warm water based process.
If you want to consult with the professionals, contact the following dye services: