Enzyme engineering usually generates trade-offs between activity, stability, and selectivity. Herein, we report semirational engineering of an aldo-keto reductase (AKR) KmAKR for simultaneously enhancing its thermostability and catalytic activity.Previously, we constructed KmAKR M9 (W297H/Y296W/K29H/Y28A/T63M/A30P/ T302S/N109K/S196C), which showed outstanding activity towards t-butyl 6-chloro-(3R,5S)-dihydroxyhexanoate ((3R,5S)-CDHH), and t-butyl 6-cyano-(3R,5R)dihydroxyhexanoate, the key chiral building blocks of rosuvastatin and atorvastatin.Under the guidance of computer-aided design including consensus residues analysis and molecular dynamics (MD) simulations, K164, S182, S232, and Q266 were dug out for their thermostability conferring roles, generating the "best" mutant KmAKR M13 (W297H/Y296W/K29H/Y28A/T63M/A30P/T302S/N109K/S196C/ K164E/S232A/S182H/Q266D). The T m and T 50 15 values of KmAKR M13 were 10.4 and 6.1°C higher than that of KmAKR M9 , respectively. Moreover, it displayed a significantly elevated organic solvent tolerance over KmAKR M9 . Structural analysis indicated that stabilization of the α-helixes mainly contributed to thermostability enhancement. Under the optimized conditions, KmAKR M13 completely asymmetrically reduced 400 g/l t-butyl 6-chloro-(5S)-hydroxy-3-oxohexanoate ((5S)-CHOH) in 8.0 h at a high substrate to catalyst ratio (S/C) of 106.7 g/g, giving diastereomerically pure (3R,5S)-CDHH (>99.5% d.e. P ) with a space-time yield (STY) of 449.2 g/l•d.