@article{11448,
  abstract     = {Studies of protein fitness landscapes reveal biophysical constraints guiding protein evolution and empower prediction of functional proteins. However, generalisation of these findings is limited due to scarceness of systematic data on fitness landscapes of proteins with a defined evolutionary relationship. We characterized the fitness peaks of four orthologous fluorescent proteins with a broad range of sequence divergence. While two of the four studied fitness peaks were sharp, the other two were considerably flatter, being almost entirely free of epistatic interactions. Mutationally robust proteins, characterized by a flat fitness peak, were not optimal templates for machine-learning-driven protein design – instead, predictions were more accurate for fragile proteins with epistatic landscapes. Our work paves insights for practical application of fitness landscape heterogeneity in protein engineering.},
  author       = {Gonzalez Somermeyer, Louisa and Fleiss, Aubin and Mishin, Alexander S and Bozhanova, Nina G and Igolkina, Anna A and Meiler, Jens and Alaball Pujol, Maria-Elisenda and Putintseva, Ekaterina V and Sarkisyan, Karen S and Kondrashov, Fyodor},
  issn         = {2050-084X},
  journal      = {eLife},
  keywords     = {General Immunology and Microbiology, General Biochemistry, Genetics and Molecular Biology, General Medicine, General Neuroscience},
  publisher    = {eLife Sciences Publications},
  title        = {{Heterogeneity of the GFP fitness landscape and data-driven protein design}},
  doi          = {10.7554/elife.75842},
  volume       = {11},
  year         = {2022},
}

@article{7889,
  abstract     = {Autoluminescent plants engineered to express a bacterial bioluminescence gene cluster in plastids have not been widely adopted because of low light output. We engineered tobacco plants with a fungal bioluminescence system that converts caffeic acid (present in all plants) into luciferin and report self-sustained luminescence that is visible to the naked eye. Our findings could underpin development of a suite of imaging tools for plants.},
  author       = {Mitiouchkina, Tatiana and Mishin, Alexander S. and Gonzalez Somermeyer, Louisa and Markina, Nadezhda M. and Chepurnyh, Tatiana V. and Guglya, Elena B. and Karataeva, Tatiana A. and Palkina, Kseniia A. and Shakhova, Ekaterina S. and Fakhranurova, Liliia I. and Chekova, Sofia V. and Tsarkova, Aleksandra S. and Golubev, Yaroslav V. and Negrebetsky, Vadim V. and Dolgushin, Sergey A. and Shalaev, Pavel V. and Shlykov, Dmitry and Melnik, Olesya A. and Shipunova, Victoria O. and Deyev, Sergey M. and Bubyrev, Andrey I. and Pushin, Alexander S. and Choob, Vladimir V. and Dolgov, Sergey V. and Kondrashov, Fyodor and Yampolsky, Ilia V. and Sarkisyan, Karen S.},
  issn         = {1546-1696},
  journal      = {Nature Biotechnology},
  pages        = {944--946},
  publisher    = {Springer Nature},
  title        = {{Plants with genetically encoded autoluminescence}},
  doi          = {10.1038/s41587-020-0500-9},
  volume       = {38},
  year         = {2020},
}

@article{5780,
  abstract     = {Bioluminescence is found across the entire tree of life, conferring a spectacular set of visually oriented functions from attracting mates to scaring off predators. Half a dozen different luciferins, molecules that emit light when enzymatically oxidized, are known. However, just one biochemical pathway for luciferin biosynthesis has been described in full, which is found only in bacteria. Here, we report identification of the fungal luciferase and three other key enzymes that together form the biosynthetic cycle of the fungal luciferin from caffeic acid, a simple and widespread metabolite. Introduction of the identified genes into the genome of the yeast Pichia pastoris along with caffeic acid biosynthesis genes resulted in a strain that is autoluminescent in standard media. We analyzed evolution of the enzymes of the luciferin biosynthesis cycle and found that fungal bioluminescence emerged through a series of events that included two independent gene duplications. The retention of the duplicated enzymes of the luciferin pathway in nonluminescent fungi shows that the gene duplication was followed by functional sequence divergence of enzymes of at least one gene in the biosynthetic pathway and suggests that the evolution of fungal bioluminescence proceeded through several closely related stepping stone nonluminescent biochemical reactions with adaptive roles. The availability of a complete eukaryotic luciferin biosynthesis pathway provides several applications in biomedicine and bioengineering.},
  author       = {Kotlobay, Alexey A. and Sarkisyan, Karen and Mokrushina, Yuliana A. and Marcet-Houben, Marina and Serebrovskaya, Ekaterina O. and Markina, Nadezhda M. and Gonzalez Somermeyer, Louisa and Gorokhovatsky, Andrey Y. and Vvedensky, Andrey and Purtov, Konstantin V. and Petushkov, Valentin N. and Rodionova, Natalja S. and Chepurnyh, Tatiana V. and Fakhranurova, Liliia and Guglya, Elena B. and Ziganshin, Rustam and Tsarkova, Aleksandra S. and Kaskova, Zinaida M. and Shender, Victoria and Abakumov, Maxim and Abakumova, Tatiana O. and Povolotskaya, Inna S. and Eroshkin, Fedor M. and Zaraisky, Andrey G. and Mishin, Alexander S. and Dolgov, Sergey V. and Mitiouchkina, Tatiana Y. and Kopantzev, Eugene P. and Waldenmaier, Hans E. and Oliveira, Anderson G. and Oba, Yuichi and Barsova, Ekaterina and Bogdanova, Ekaterina A. and Gabaldón, Toni and Stevani, Cassius V. and Lukyanov, Sergey and Smirnov, Ivan V. and Gitelson, Josef I. and Kondrashov, Fyodor and Yampolsky, Ilia V.},
  issn         = {00278424},
  journal      = {Proceedings of the National Academy of Sciences of the United States of America},
  number       = {50},
  pages        = {12728--12732},
  publisher    = {National Academy of Sciences},
  title        = {{Genetically encodable bioluminescent system from fungi}},
  doi          = {10.1073/pnas.1803615115},
  volume       = {115},
  year         = {2018},
}