MuLTEERatcliff Lab · Georgia Tech

Publications

Papers that use MuLTEE populations or material derived from them, followed by other key snowflake yeast work the experiment relies on. For the full lab publication list, see the Ratcliff Lab site.


Papers over time

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MuLTEE

MuLTEE papers

  1. Cell division timing shapes the morphology and size of nascent multicellular organisms

    Luis F. Cedeño-Pérez, Rozenn M. Pineau, Thomas C. Day, William C. Ratcliff, and Peter L. Conlin

    2025 bioRxiv Preprint doi.org/10.1101/2025.04.23.650085

    In the anaerobic MuLTEE ancestor, a daughter cell's first division takes about 25% longer than its later ones. The delay makes clusters smaller and more branched, and synchronous division improves both growth and survival of settling selection. The anaerobic populations lost the delay by day 200 and were still dividing in step at day 1,000.

  2. Genome duplication in a long-term multicellularity evolution experiment

    Kai Tong, Sayantan Datta, Vivian Cheng, Daniella J. Haas, Saranya Gourisetti, Harley L. Yopp, Thomas C. Day, Dung T. Lac, Ahmad S. Khalil, Peter L. Conlin, G. Ozan Bozdag, and William C. Ratcliff

    2025 Nature 639:691–699 doi.org/10.1038/s41586-025-08689-6

    In all five mixotrophic and all five anaerobic populations, the diploid yeast became tetraploid by day 50, and tetraploidy was fixed by day 100. Tetraploid cells are larger and longer, so they immediately form larger clusters. Selection for size kept the populations tetraploid for nearly 5,000 generations, and in the anaerobic lines it later opened the way to aneuploid routes to macroscopic size.

  3. Real-time, high-throughput super-resolution microscopy via panoramic integration

    Kyungduck Yoon, Hansol Yoon, Kidan Tadesse, Zhi Ling, Biagio Mandracchia, Sayantan Datta, G. Ozan Bozdag, Anthony J. Burnetti, William C. Ratcliff, and Shu Jia

    2025 Nature Communications 16:9309 doi.org/10.1038/s41467-025-64368-0

    A new super-resolution microscopy method (SPI) that roughly doubles resolution while imaging large areas quickly. Applied to ancestral and evolved anaerobic MuLTEE yeast, it measured cell aspect ratio rising from about 1.30 to 3.28 over 1,000 transfers, and module size from 30.7 µm to 87.1 µm.

  4. Metabolically driven flows enable exponential growth in macroscopic multicellular yeast

    Nishant Narayanasamy, Emma Bingham, Tanner Fadero, G. Ozan Bozdag, William C. Ratcliff, Peter Yunker, and Shashi Thutupalli

    2025 Science Advances 11:eadr6399 doi.org/10.1126/sciadv.adr6399

    Millimetre-scale anaerobic MuLTEE clusters keep growing exponentially in still liquid, but not on agar. Their metabolism drives buoyant flows that carry nutrients through the porous, entangled cluster. The flows stop in dead or glucose-starved clusters, reverse direction when gravity is reversed, and appear only above a threshold cluster size.

  5. Morphological Entanglement in Living Systems

    Thomas C. Day, S. Alireza Zamani-Dahaj, G. Ozan Bozdag, Anthony J. Burnetti, Emma P. Bingham, Peter L. Conlin, William C. Ratcliff, and Peter J. Yunker

    2024 Physical Review X 14:011008 doi.org/10.1103/PhysRevX.14.011008

    3D electron-microscope reconstructions show that branches of evolved MuLTEE clusters are caged by their neighbours and cannot be pulled free. Simulations and experiments show that growing branches reach these entangled states, but shaking alone does not. Entanglement depends on growth over time, which is how these clusters become tough.

  6. Proteostatic tuning underpins the evolution of novel multicellular traits

    Kristopher Montrose, Dung T. Lac, Anthony J. Burnetti, Kai Tong, G. Ozan Bozdag, Mikaela Hukkanen, William C. Ratcliff, and Juha Saarikangas

    2024 Science Advances 10:eadn2706 doi.org/10.1126/sciadv.adn2706

    All five anaerobic MuLTEE lineages that evolved macroscopic size convergently down-regulated the chaperone Hsp90 (HSC82), which destabilizes the cyclin-dependent kinase Cdc28, delays mitosis and prolongs polarized growth to elongate cells. Reinstating Hsp90 or Cdc28 expression shortened cells, shrank clusters and reduced multicellular fitness.

  7. Emergence and maintenance of stable coexistence during a long-term multicellular evolution experiment

    Rozenn M. Pineau, Eric Libby, David Demory, Dung T. Lac, Thomas C. Day, Pablo Bravo, Peter J. Yunker, Joshua S. Weitz, G. Ozan Bozdag, and William C. Ratcliff

    2024 Nature Ecology & Evolution 8:1010–1020 doi.org/10.1038/s41559-024-02367-y

    Three of five obligately aerobic MuLTEE populations evolved stably coexisting small and large snowflake yeast lineages that persisted for nearly all of the 715 transfers studied (about 4,300 generations). The split is maintained by negative frequency-dependent selection converging on roughly 9% Large and 91% Small, with oxygen competition during growth favouring small clusters and settling selection favouring large ones.

  8. De novo evolution of macroscopic multicellularity

    G. Ozan Bozdag, Seyed Alireza Zamani-Dahaj, Thomas C. Day, Penelope C. Kahn, Anthony J. Burnetti, Dung T. Lac, Kai Tong, Peter L. Conlin, Aishwarya H. Balwani, Eva L. Dyer, Peter J. Yunker, and William C. Ratcliff

    2023 Nature 617:747–754 doi.org/10.1038/s41586-023-06052-1

    After 600 rounds of daily growth and settling selection, all five anaerobic MuLTEE populations evolved millimetre-scale bodies. Mean cluster radius rose from 16 µm to 434 µm, about 20,000 times larger by volume, and clusters became about 10,000 times tougher through cell elongation and branch entanglement. Yeast that relied on scarce oxygen stayed microscopic.

  9. Oxygen suppression of macroscopic multicellularity

    G. Ozan Bozdag, Eric Libby, Rozenn Pineau, Christopher T. Reinhard, and William C. Ratcliff

    2021 Nature Communications 12:2838 doi.org/10.1038/s41467-021-23104-0

    Across roughly 812 generations of settling selection in 20 populations under four oxygen and metabolic regimes, anaerobic and high-oxygen snowflake yeast increased mean size by 93% and 97% respectively while strictly aerobic yeast at intermediate oxygen increased only 8.9%, with cellular aspect ratio explaining 92% of the variation in cluster size. These twenty populations were founded in 2018, and fifteen of them have been transferred daily ever since. This is the experiment that became the MuLTEE.


Snowflake yeast

Other key work relevant to the MuLTEE

  1. Oxygen-binding proteins aid oxygen diffusion to enhance fitness of a yeast model of multicellularity

    Whitney Wong, Pablo Bravo, Peter J. Yunker, William C. Ratcliff, and Anthony J. Burnetti

    2025 PLOS Biology 23:e3002975 doi.org/10.1371/journal.pbio.3002975

    Snowflake yeast engineered to make sperm whale myoglobin or peanut worm myohemerythrin let oxygen reach deeper into clusters (16 µm to 21 µm under low oxygen). The proteins gave a larger fitness benefit when extra oxygen was supplied, and none in small bud8Δ clusters.

  2. Cellular organization in lab-evolved and extant multicellular species obeys a maximum entropy law

    Thomas C. Day, Stephanie S. Höhn, Seyed A. Zamani-Dahaj, David Yanni, Anthony Burnetti, Jennifer Pentz, Aurelia R. Honerkamp-Smith, Hugo Wioland, Hannah R. Sleath, William C. Ratcliff, Raymond E. Goldstein, and Peter J. Yunker

    2022 eLife 11:e72707 doi.org/10.7554/eLife.72707

    In lab-evolved snowflake yeast and in the green alga Volvox carteri, the free space around each cell follows the same statistical distribution predicted for randomly packed granular materials. This makes the arrangement of cells predictable despite noisy growth, so offspring resemble their parents even without developmental regulation.

  3. Cellular packing, mechanical stress and the evolution of multicellularity

    Shane Jacobeen, Jennifer T. Pentz, Elyes C. Graba, Colin G. Brandys, William C. Ratcliff, and Peter J. Yunker

    2018 Nature Physics 14:286–290 doi.org/10.1038/s41567-017-0002-y

    Snowflake yeast clusters fracture from crowding-induced internal stress rather than bond weakness, and over seven weeks (roughly 291 generations) of size selection clusters increased average radius 1.7-fold by evolving an 8% larger cell aspect ratio that dropped cluster volume fraction from 0.32 ± 0.04 to 0.22 ± 0.03, while chitin bond size did not change.

  4. Geometry, packing, and evolutionary paths to increased multicellular size

    Shane Jacobeen, Elyes C. Graba, Colin G. Brandys, T. Cooper Day, William C. Ratcliff, and Peter J. Yunker

    2018 Physical Review E 97:050401 doi.org/10.1103/PhysRevE.97.050401

    A geometric model of snowflake yeast shows that making cells longer is always a more efficient way to grow larger clusters than making bonds stronger, adding on average about 13 times more cells for the same change. Cluster size peaks near a 54° attachment angle.

  5. Origins of multicellular evolvability in snowflake yeast

    William C. Ratcliff, Johnathon D. Fankhauser, David W. Rogers, Duncan Greig, and Michael Travisano

    2015 Nature Communications 6:6102 doi.org/10.1038/ncomms7102

    Disruption of the transcription factor ACE2 is sufficient to produce the snowflake phenotype (non-synonymous ACE2 mutations in 5 of 10 independently evolved lineages; ACE2 knockout creates clusters, complementation restores unicellularity), and the resulting clonal branching growth form follows Pascal's triangle and yields broad-sense heritability of H2 = 0.84 for cluster size at reproduction.

  6. Geometry Shapes Evolution of Early Multicellularity

    Eric Libby, William Ratcliff, Michael Travisano, and Ben Kerr

    2014 PLoS Computational Biology 10:e1003803 doi.org/10.1371/journal.pcbi.1003803

    A mathematical model of snowflake cluster geometry shows that the branching tree topology imposes interior space constraints, so elevated cell death is paradoxically adaptive: in simulated populations the probability of cell death rises from 10−8 to about 10−2 within roughly 60 transfers, matching the experimental observation.

  7. Tempo and Mode of Multicellular Adaptation in Experimentally Evolved Saccharomyces cerevisiae

    William C. Ratcliff, Jennifer T. Pentz, and Michael Travisano

    2013 Evolution 67:1573–1581 doi.org/10.1111/evo.12101

    Over 227 days settling speed increased 44% through three temporally distinct phases: more cells per cluster (42.6 at day 7 to 114.5 at day 227), then a 2.21-fold increase in cell volume, then rounder, more hydrodynamic clusters (5.7% more round at day 227 than day 65).

  8. Experimental evolution of multicellularity

    William C. Ratcliff, R. Ford Denison, Mark Borrello, and Michael Travisano

    2012 Proceedings of the National Academy of Sciences 109:1595–1600 doi.org/10.1073/pnas.1115323109

    All 10 replicate populations evolved clonal multicellular snowflake clusters within 60 transfers of gravity-based settling selection, displaying a novel multicellular life history with a juvenile phase, propagules consistently less than half the parent cluster size, and rudimentary division of labor via evolved apoptosis.