Climate change may cause distribution area loss for tree species in southern China

•Figuring out the potential distribution of 56 tree species in southern China.•Comprehensive habitat suitability model was evidenced effective for habitat prediction.•Climate change will cause distribution area loss for cultured tree in southern China.•Future warming is expected to cause species diversity loss in south China.•Fluctuation of mean diurnal temperature range was the main driving force.