Milles, Lukas F.

Broadly applicable and accurate protein design by integrating structure prediction networks and diffusion generative models

Watson, J. L., Juergens, D., Bennett, N. R., Trippe, B. L., Yim, J., Eisenach, H. E., Ahern, W., Borst, A. J., Ragotte, R. J., Milles, L. F., et al. (2022) · Nature

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 2,369

De novo design of protein structure and function with RFdiffusion

Watson, J. L., Juergens, D., Bennett, N. R., Trippe, B. L., Yim, J., Eisenach, H. E., Ahern, W., Borst, A. J., Ragotte, R. J., Milles, L. F., et al. (2023) · Nature

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 2,325

Robust deep learning–based protein sequence design using ProteinMPNN

Dauparas, J., Anishchenko, I., Bennett, N., Bai, H., Ragotte, R. J., Milles, L. F., Wicky, B. I. M., Courbet, A., de Haas, R. J., Bethel, N., et al. (2022) · Science

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 2,210

Robust deep learning based protein sequence design using ProteinMPNN

Dauparas, J., Anishchenko, I., Bennett, N., Bai, H., Ragotte, R. J., Milles, L. F., Wicky, B. I. M., Courbet, A., de Haas, R. J., Bethel, N., et al. (2022) · Science

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 2,107

Deep learning methods for designing proteins scaffolding functional sites

Wang, J., Lisanza, S., Juergens, D., Tischer, D., Anishchenko, I., Baek, M., Watson, J. L., Chun, J. H., Milles, L. F., Dauparas, J., et al. (2021) · Science

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 487

Scaffolding protein functional sites using deep learning

Wang, J., Lisanza, S., Juergens, D., Tischer, D., Watson, J. L., Castro, K. M., Ragotte, R., Saragovi, A., Milles, L. F., Baek, M., et al. (2022) · Science

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 487

Improving protein expression, stability, and function with ProteinMPNN

Sumida, K. H., Núñez-Franco, R., Kalvet, I., Pellock, S. J., Wicky, B. I. M., Milles, L. F., Dauparas, J., Wang, J., Kipnis, Y., Jameson, N., et al. (2023) · Journal of the American Chemical Society

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 344

Hallucinating symmetric protein assemblies

Wicky, B. I. M., Milles, L. F., Courbet, A., Ragotte, R. J., Dauparas, J., Kinfu, E., Tipps, S., Kibler, R. D., Baek, M., DiMaio, F., et al. (2022) · Science

Protein Structure and DynamicsEnzyme Structure and Function

Cited by 240

Hallucinating protein assemblies

Wicky, B. I. M., Milles, L. F., Courbet, A., Ragotte, R. J., Dauparas, J., Kinfu, E., Tipps, S., Kibler, R. D., Baek, M., DiMaio, F., et al. (2022) · Science

Protein Structure and DynamicsEnzyme Structure and Function

Cited by 240

Language models generalize beyond natural proteins

Verkuil, R., Kabeli, O., Du, Y., Wicky, B. I. M., Milles, L. F., Dauparas, J., Baker, D., Ovchinnikov, S., Sercu, T., & Rives, A. (2022) · bioRxiv (Cold Spring Harbor Laboratory)

Protein Structure and DynamicsMachine Learning in Bioinformatics

Cited by 181

Hallucination of closed repeat proteins containing central pockets

An, L., Hicks, D. R., Zorine, D., Dauparas, J., Wicky, B. I. M., Milles, L. F., Courbet, A., Bera, A. K., Nguyen, H., Kang, A., et al. (2023) · Nature Structural & Molecular Biology

Protein Structure and DynamicsBiochemical and Structural Characterization

Cited by 15

Hallucination of closed repeat proteins containing central pockets

An, L., Hicks, D. R., Zorine, D., Dauparas, J., Wicky, B. I. M., Milles, L. F., Courbet, A., Bera, A. K., Nguyen, H., Kang, A., et al. (2022) · Nature Structural & Molecular Biology

Protein Structure and DynamicsBiochemical and Structural Characterization

Cited by 15