--- OA_place: publisher OA_type: hybrid _id: '21704' abstract: - lang: eng text: How functional protein sequences are distributed in sequence space is fundamentally important for evolutionary theory and protein design, particularly if a large diversity of protein functions are hidden in evolutionarily unexplored areas of the sequence space. However, this question is understudied in part because experimental and computational studies use extant sequences as a starting point to study sequence space. Here, we study whether extant sequences are representative of the entire functional sequence space. Across thousands of protein families from vertebrates and bacteria we calculate the dimensionality and the volume of sequence space occupied by extant homologs. We find that the observed dimensionality and volume of extant sequence space are minuscule, many orders of magnitude smaller than what we estimated using a model of protein evolution. Simulating sequence evolution we then quantify the impact of phylogeny, selection, and epistasis on restricting the evolutionary exploration of sequence space. We find that sequence evolution from a single common ancestor, or a single point of origin in sequence space, is by far the largest limiting factor that reduces the dimensionality and volume of extant sequence space. These results indicate that there are vast areas of functional sequence space that have not been explored in evolution because of the excessive restrictions on natural exploration of the protein sequence space imposed by the point of origin effect. We suggest that protein design methods that rely on extant sequences may be limited in their ability to discover truly novel functions. acknowledgement: We thank Olga Kalinina for feedback on our manuscript, Vsevolod Kuksin for fruitful discussions and Lev Tsarin for participation in the design of our models. This work was supported by Japan Science and Technology Agency as part of Adopting Sustainable Partnerships for Innovative Research Ecosystem, Grant No. JPMJAP24B2 (F.A.K. and L.H.I.), and Fonds Zur Förderung der Wissenschaftlichen Forschung Grant ESP253-B (O.O.B.) article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Lada H. full_name: Isakova, Lada H. last_name: Isakova - first_name: Elizaveta full_name: Streltsova, Elizaveta id: 57a170da-dc96-11ea-b7c8-ab3565071bf7 last_name: Streltsova - first_name: Olga full_name: Bochkareva, Olga id: C4558D3C-6102-11E9-A62E-F418E6697425 last_name: Bochkareva orcid: 0000-0003-1006-6639 - first_name: Peter K. full_name: Vlasov, Peter K. last_name: Vlasov - first_name: Fyodor full_name: Kondrashov, Fyodor id: 44FDEF62-F248-11E8-B48F-1D18A9856A87 last_name: Kondrashov orcid: 0000-0001-8243-4694 citation: ama: Isakova LH, Streltsova E, Bochkareva O, Vlasov PK, Kondrashov F. Descent from a common ancestor restricts exploration of protein sequence space. Proceedings of the National Academy of Sciences. 2026;123(14):e2532018123. doi:10.1073/pnas.2532018123 apa: Isakova, L. H., Streltsova, E., Bochkareva, O., Vlasov, P. K., & Kondrashov, F. (2026). Descent from a common ancestor restricts exploration of protein sequence space. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2532018123 chicago: Isakova, Lada H., Elizaveta Streltsova, Olga Bochkareva, Peter K. Vlasov, and Fyodor Kondrashov. “Descent from a Common Ancestor Restricts Exploration of Protein Sequence Space.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2026. https://doi.org/10.1073/pnas.2532018123. ieee: L. H. Isakova, E. Streltsova, O. Bochkareva, P. K. Vlasov, and F. Kondrashov, “Descent from a common ancestor restricts exploration of protein sequence space,” Proceedings of the National Academy of Sciences, vol. 123, no. 14. National Academy of Sciences, p. e2532018123, 2026. ista: Isakova LH, Streltsova E, Bochkareva O, Vlasov PK, Kondrashov F. 2026. Descent from a common ancestor restricts exploration of protein sequence space. Proceedings of the National Academy of Sciences. 123(14), e2532018123. mla: Isakova, Lada H., et al. “Descent from a Common Ancestor Restricts Exploration of Protein Sequence Space.” Proceedings of the National Academy of Sciences, vol. 123, no. 14, National Academy of Sciences, 2026, p. e2532018123, doi:10.1073/pnas.2532018123. short: L.H. Isakova, E. Streltsova, O. Bochkareva, P.K. Vlasov, F. Kondrashov, Proceedings of the National Academy of Sciences 123 (2026) e2532018123. date_created: 2026-04-12T22:01:47Z date_published: 2026-04-07T00:00:00Z date_updated: 2026-05-04T06:57:31Z day: '07' ddc: - '570' department: - _id: UlWa doi: 10.1073/pnas.2532018123 external_id: pmid: - '41915737' file: - access_level: open_access checksum: 11b7a13a359e302498b2367906093a6b content_type: application/pdf creator: dernst date_created: 2026-05-04T06:46:31Z date_updated: 2026-05-04T06:46:31Z file_id: '21783' file_name: 2026_PNAS_Isakova.pdf file_size: 3355016 relation: main_file success: 1 file_date_updated: 2026-05-04T06:46:31Z has_accepted_license: '1' intvolume: ' 123' issue: '14' language: - iso: eng month: '04' oa: 1 oa_version: Published Version page: e2532018123 pmid: 1 publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Descent from a common ancestor restricts exploration of protein sequence space tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 123 year: '2026' ... --- APC_amount: 3003,56 EUR OA_place: publisher OA_type: hybrid _id: '20857' abstract: - lang: eng text: 'Evolutionary games provide a flexible mathematical framework for many problems in biology and social evolution. Prisoners’ dilemma, and in particular, the important special case of donation games, represents social dilemmas where cooperation is mutually beneficial, yet defection is preferred by selfish agents. In evolutionary games on networks, the agents interact over a population structure. The existence of population structures that promote cooperative behavior is a fascinating and active research topic. Previous research establishes structures promoting cooperation in the limit of weak selection where the benefit-to-cost ratio β exceeds 1.5. The existence of such structures for medium and strong selection for 1 < ß < 2 and for weak selection for 1 < ß < 1.5 has been a long-standing open question. First, we answer the open questions in the affirmative: For every selection strength and every ß > 1, we construct networks promoting cooperation. Second, we present a robustness result with respect to β and selection strength: Our structures promote cooperation for a range of these parameter values rather than specific parameter values. Finally, we supplement our theoretical results with simulation results on small population structures that show the effectiveness of our construction over well-studied population structures.' acknowledgement: J.S. and K.C. were supported by the European Research Council CoG 863818 (ForM-SMArt) and Austrian Science Fund (FWF) 10.55776/COE12. article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Jakub full_name: Svoboda, Jakub id: 130759D2-D7DD-11E9-87D2-DE0DE6697425 last_name: Svoboda orcid: 0000-0002-1419-3267 - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X citation: ama: Svoboda J, Chatterjee K. Promoters of cooperation in evolutionary games. Proceedings of the National Academy of Sciences. 2025;122(51):e2524109122. doi:10.1073/pnas.2524109122 apa: Svoboda, J., & Chatterjee, K. (2025). Promoters of cooperation in evolutionary games. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2524109122 chicago: Svoboda, Jakub, and Krishnendu Chatterjee. “Promoters of Cooperation in Evolutionary Games.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2524109122. ieee: J. Svoboda and K. Chatterjee, “Promoters of cooperation in evolutionary games,” Proceedings of the National Academy of Sciences, vol. 122, no. 51. National Academy of Sciences, p. e2524109122, 2025. ista: Svoboda J, Chatterjee K. 2025. Promoters of cooperation in evolutionary games. Proceedings of the National Academy of Sciences. 122(51), e2524109122. mla: Svoboda, Jakub, and Krishnendu Chatterjee. “Promoters of Cooperation in Evolutionary Games.” Proceedings of the National Academy of Sciences, vol. 122, no. 51, National Academy of Sciences, 2025, p. e2524109122, doi:10.1073/pnas.2524109122. short: J. Svoboda, K. Chatterjee, Proceedings of the National Academy of Sciences 122 (2025) e2524109122. corr_author: '1' date_created: 2025-12-28T23:01:26Z date_published: 2025-12-15T00:00:00Z date_updated: 2026-05-20T08:13:17Z day: '15' ddc: - '000' department: - _id: KrCh doi: 10.1073/pnas.2524109122 ec_funded: 1 external_id: pmid: - '41397136' file: - access_level: open_access checksum: dd50b62a1efc28c0133fe9c11dbee53c content_type: application/pdf creator: dernst date_created: 2025-12-29T09:36:50Z date_updated: 2025-12-29T09:36:50Z file_id: '20860' file_name: 2025_PNAS_Svoboda.pdf file_size: 2308124 relation: main_file success: 1 file_date_updated: 2025-12-29T09:36:50Z has_accepted_license: '1' intvolume: ' 122' issue: '51' language: - iso: eng month: '12' oa: 1 oa_version: Published Version page: e2524109122 pmid: 1 project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Promoters of cooperation in evolutionary games tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid _id: '18849' abstract: - lang: eng text: Many biological systems operate near the physical limits to their performance, suggesting that aspects of their behavior and underlying mechanisms could be derived from optimization principles. However, such principles have often been applied only in simplified models. Here, we explore a detailed mechanistic model of the gap gene network in the Drosophila embryo, optimizing its 50+ parameters to maximize the information that gene expression levels provide about nuclear positions. This optimization is conducted under realistic constraints, such as limits on the number of available molecules. Remarkably, the optimal networks we derive closely match the architecture and spatial gene expression profiles observed in the real organism. Our framework quantifies the tradeoffs involved in maximizing functional performance and allows for the exploration of alternative network configurations, addressing the question of which features are necessary and which are contingent. Our results suggest that multiple solutions to the optimization problem might exist across closely related organisms, offering insights into the evolution of gene regulatory networks. acknowledgement: We thank Nicholas H. Barton for his comments on the manuscript, Benjamin Zoller for helpful discussions, and Aleksandra Walczak and Curtis Callan for early collaborations that shaped this work. Special thanks to Eric F. Wieschaus for many persistently inspiring conversations. This work was supported in part by the Human Frontiers Science Program; the Austrian Science Fund (FWF P28844); by the European Research Council grant DynaTrans (101118866); by U.S. NSF, through the Center for the Physics of Biological Function (PHY–1734030); by NIH Grants R01GM097275, U01DA047730, and U01DK127429; by the John Simon Guggenheim Memorial Foundation; and by the LOEWE priority program “Center for Multiscale Modeling in Life Sciences” (CMMS), sponsored by the Hessian Ministry for Science and Research, Arts and Culture (HMWK). article_number: e2402925121 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Thomas R full_name: Sokolowski, Thomas R id: 3E999752-F248-11E8-B48F-1D18A9856A87 last_name: Sokolowski orcid: 0000-0002-1287-3779 - first_name: Thomas full_name: Gregor, Thomas last_name: Gregor - first_name: William full_name: Bialek, William last_name: Bialek - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 citation: ama: Sokolowski TR, Gregor T, Bialek W, Tkačik G. Deriving a genetic regulatory network from an optimization principle. Proceedings of the National Academy of Sciences. 2025;122(1). doi:10.1073/pnas.2402925121 apa: Sokolowski, T. R., Gregor, T., Bialek, W., & Tkačik, G. (2025). Deriving a genetic regulatory network from an optimization principle. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2402925121 chicago: Sokolowski, Thomas R, Thomas Gregor, William Bialek, and Gašper Tkačik. “Deriving a Genetic Regulatory Network from an Optimization Principle.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2402925121. ieee: T. R. Sokolowski, T. Gregor, W. Bialek, and G. Tkačik, “Deriving a genetic regulatory network from an optimization principle,” Proceedings of the National Academy of Sciences, vol. 122, no. 1. National Academy of Sciences, 2025. ista: Sokolowski TR, Gregor T, Bialek W, Tkačik G. 2025. Deriving a genetic regulatory network from an optimization principle. Proceedings of the National Academy of Sciences. 122(1), e2402925121. mla: Sokolowski, Thomas R., et al. “Deriving a Genetic Regulatory Network from an Optimization Principle.” Proceedings of the National Academy of Sciences, vol. 122, no. 1, e2402925121, National Academy of Sciences, 2025, doi:10.1073/pnas.2402925121. short: T.R. Sokolowski, T. Gregor, W. Bialek, G. Tkačik, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-01-19T23:01:50Z date_published: 2025-01-07T00:00:00Z date_updated: 2026-02-16T12:26:51Z day: '07' ddc: - '570' department: - _id: GaTk doi: 10.1073/pnas.2402925121 external_id: isi: - '001392772400001' pmid: - '39752518' file: - access_level: open_access checksum: 8dbfc7d495413340225ebfae69b0cf9a content_type: application/pdf creator: dernst date_created: 2025-01-20T10:10:04Z date_updated: 2025-01-20T10:10:04Z file_id: '18862' file_name: 2025_PNAS_Sokolowski.pdf file_size: 19073585 relation: main_file success: 1 file_date_updated: 2025-01-20T10:10:04Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '1' language: - iso: eng month: '01' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 254E9036-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: P28844-B27 name: Biophysics of information processing in gene regulation - _id: 7bfe6a29-9f16-11ee-852c-c0da5e2045d9 grant_number: '101118866' name: 'Transcription in 4D: the dynamic interplay between chromatin architecture and gene expression in developing pseudo-embryos' - _id: 2665AAFE-B435-11E9-9278-68D0E5697425 grant_number: RGP0034/2018 name: Can evolution minimize spurious signaling crosstalk to reach optimal performance? publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Deriving a genetic regulatory network from an optimization principle tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 3261,23 EUR OA_place: publisher OA_type: hybrid _id: '18850' abstract: - lang: eng text: 'Biophysical constraints limit the specificity with which transcription factors (TFs) can target regulatory DNA. While individual nontarget binding events may be low affinity, the sheer number of such interactions could present a challenge for gene regulation by degrading its precision or possibly leading to an erroneous induction state. Chromatin can prevent nontarget binding by rendering DNA physically inaccessible to TFs, at the cost of energy-consuming remodeling orchestrated by pioneer factors (PFs). Under what conditions and by how much can chromatin reduce regulatory errors on a global scale? We use a theoretical approach to compare two scenarios for gene regulation: one that relies on TF binding to free DNA alone and one that uses a combination of TFs and chromatin-regulating PFs to achieve desired gene expression patterns. We find, first, that chromatin effectively silences groups of genes that should be simultaneously OFF, thereby allowing more accurate graded control of expression for the remaining ON genes. Second, chromatin buffers the deleterious consequences of nontarget binding as the number of OFF genes grows, permitting a substantial expansion in regulatory complexity. Third, chromatin-based regulation productively co-opts nontarget TF binding for ON genes in order to establish a “leaky” baseline expression level, which targeted activator or repressor binding subsequently up- or down-modulates. Thus, on a global scale, using chromatin simultaneously alleviates pressure for high specificity of regulatory interactions and enables an increase in genome size with minimal impact on global expression error.' acknowledgement: M.L.P. was supported by the European Molecular Biology Laboratory (EMBL) Interdisciplinary Postdoc Programme (EIPOD4 fellowships), cofunded by Marie SkÅ‚odowska-Curie Actions (Grant Agreement No. 847543). J.C. and M.L.P. were supported by EMBL Core Funding and Theory@EMBL. This work is supported by European Research Council Grant DynaTrans (101118866) to G.T. We would like to thank the members of the J.C. and G.T. groups, especially Natalia Misunou, Michal Hledík, and Réka Borbély, for helpful feedback and discussion. We also thank EMBL IT Services for the use of high performance computing resources. article_number: e2411887121 article_processing_charge: No article_type: original author: - first_name: Mindy Liu full_name: Perkins, Mindy Liu last_name: Perkins - first_name: Justin full_name: Crocker, Justin last_name: Crocker - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 citation: ama: Perkins ML, Crocker J, Tkačik G. Chromatin enables precise and scalable gene regulation with factors of limited specificity. Proceedings of the National Academy of Sciences. 2025;122(1). doi:10.1073/pnas.2411887121 apa: Perkins, M. L., Crocker, J., & Tkačik, G. (2025). Chromatin enables precise and scalable gene regulation with factors of limited specificity. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2411887121 chicago: Perkins, Mindy Liu, Justin Crocker, and Gašper Tkačik. “Chromatin Enables Precise and Scalable Gene Regulation with Factors of Limited Specificity.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2411887121. ieee: M. L. Perkins, J. Crocker, and G. Tkačik, “Chromatin enables precise and scalable gene regulation with factors of limited specificity,” Proceedings of the National Academy of Sciences, vol. 122, no. 1. National Academy of Sciences, 2025. ista: Perkins ML, Crocker J, Tkačik G. 2025. Chromatin enables precise and scalable gene regulation with factors of limited specificity. Proceedings of the National Academy of Sciences. 122(1), e2411887121. mla: Perkins, Mindy Liu, et al. “Chromatin Enables Precise and Scalable Gene Regulation with Factors of Limited Specificity.” Proceedings of the National Academy of Sciences, vol. 122, no. 1, e2411887121, National Academy of Sciences, 2025, doi:10.1073/pnas.2411887121. short: M.L. Perkins, J. Crocker, G. Tkačik, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-01-19T23:01:51Z date_published: 2025-01-07T00:00:00Z date_updated: 2026-05-06T12:43:59Z day: '07' ddc: - '570' department: - _id: GaTk doi: 10.1073/pnas.2411887121 external_id: isi: - '001392765300001' pmid: - '39793086' file: - access_level: open_access checksum: 86a8d25a6e282aeb4128f1d0b86ff911 content_type: application/pdf creator: dernst date_created: 2025-01-20T09:38:32Z date_updated: 2025-01-20T09:38:32Z file_id: '18859' file_name: 2025_PNAS_Perkins.pdf file_size: 30943709 relation: main_file success: 1 file_date_updated: 2025-01-20T09:38:32Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '1' language: - iso: eng month: '01' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 7bfe6a29-9f16-11ee-852c-c0da5e2045d9 grant_number: '101118866' name: 'Transcription in 4D: the dynamic interplay between chromatin architecture and gene expression in developing pseudo-embryos' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/officerredshirt/network_crosstalk scopus_import: '1' status: public title: Chromatin enables precise and scalable gene regulation with factors of limited specificity tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid _id: '19036' abstract: - lang: eng text: Neuronal processing of external sensory input is shaped by internally generated top–down information. In the neocortex, top–down projections primarily target layer 1, which contains NDNF (neuron-derived neurotrophic factor)-expressing interneurons and the dendrites of pyramidal cells. Here, we investigate the hypothesis that NDNF interneurons shape cortical computations in an unconventional, layer-specific way, by exerting presynaptic inhibition on synapses in layer 1 while leaving synapses in deeper layers unaffected. We first confirm experimentally that in the auditory cortex, synapses from somatostatin-expressing (SOM) onto NDNF neurons are indeed modulated by ambient Gamma-aminobutyric acid (GABA). Shifting to a computational model, we then show that this mechanism introduces a distinct mutual inhibition motif between NDNF interneurons and the synaptic outputs of SOM interneurons. This motif can control inhibition in a layer-specific way and introduces competition between NDNF and SOM interneurons for dendritic inhibition onto pyramidal cells on different timescales. NDNF interneurons can thereby control cortical information flow by redistributing dendritic inhibition from fast to slow timescales and by gating different sources of dendritic inhibition. acknowledgement: "We thank all members of the Letzkus lab, the Sprekeler lab, and the Vogels lab for discussions, U. Thirimanna for technical assistance, and K. Deisseroth for generously sharing reagents. This work was supported by the German Research Foundation (LE 3804/3-1, LE 3804/4-1, LE 3804/7-1, CRC-TRR 384/1 2024, - 514483642, and 460088091) and the Wellcome Trust Senior Research Fellowship 214316/Z/18/Z.\r\nElectrophysiological recordings, source code for simulations, and data analysis have been deposited in GitHub (https://github.com/LNaumann/NDNF_control_inhibition_Naumann25) (62)." article_number: e2408966122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Laura B full_name: Naumann, Laura B id: 81a3b706-8972-11ed-ae7b-8eff728700ca last_name: Naumann - first_name: Loreen full_name: Hertäg, Loreen last_name: Hertäg - first_name: Jennifer full_name: Müller, Jennifer last_name: Müller - first_name: Johannes J. full_name: Letzkus, Johannes J. last_name: Letzkus - first_name: Henning full_name: Sprekeler, Henning last_name: Sprekeler citation: ama: Naumann LB, Hertäg L, Müller J, Letzkus JJ, Sprekeler H. Layer-specific control of inhibition by NDNF interneurons. Proceedings of the National Academy of Sciences. 2025;122(4). doi:10.1073/pnas.2408966122 apa: Naumann, L. B., Hertäg, L., Müller, J., Letzkus, J. J., & Sprekeler, H. (2025). Layer-specific control of inhibition by NDNF interneurons. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2408966122 chicago: Naumann, Laura B, Loreen Hertäg, Jennifer Müller, Johannes J. Letzkus, and Henning Sprekeler. “Layer-Specific Control of Inhibition by NDNF Interneurons.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2408966122. ieee: L. B. Naumann, L. Hertäg, J. Müller, J. J. Letzkus, and H. Sprekeler, “Layer-specific control of inhibition by NDNF interneurons,” Proceedings of the National Academy of Sciences, vol. 122, no. 4. National Academy of Sciences, 2025. ista: Naumann LB, Hertäg L, Müller J, Letzkus JJ, Sprekeler H. 2025. Layer-specific control of inhibition by NDNF interneurons. Proceedings of the National Academy of Sciences. 122(4), e2408966122. mla: Naumann, Laura B., et al. “Layer-Specific Control of Inhibition by NDNF Interneurons.” Proceedings of the National Academy of Sciences, vol. 122, no. 4, e2408966122, National Academy of Sciences, 2025, doi:10.1073/pnas.2408966122. short: L.B. Naumann, L. Hertäg, J. Müller, J.J. Letzkus, H. Sprekeler, Proceedings of the National Academy of Sciences 122 (2025). date_created: 2025-02-17T09:20:19Z date_published: 2025-01-22T00:00:00Z date_updated: 2026-02-16T12:28:02Z day: '22' ddc: - '570' department: - _id: TiVo doi: 10.1073/pnas.2408966122 external_id: isi: - '001422380500004' pmid: - '39841147' file: - access_level: open_access checksum: 636d5130724e3236ebf4fc658b3945fe content_type: application/pdf creator: dernst date_created: 2025-02-17T14:46:18Z date_updated: 2025-02-17T14:46:18Z file_id: '19046' file_name: 2025_PNAS_Naumann.pdf file_size: 13726531 relation: main_file success: 1 file_date_updated: 2025-02-17T14:46:18Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '4' language: - iso: eng month: '01' oa: 1 oa_version: Published Version pmid: 1 publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/LNaumann/NDNF_control_inhibition_Naumann25 scopus_import: '1' status: public title: Layer-specific control of inhibition by NDNF interneurons tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 3317,75 EUR OA_place: publisher OA_type: hybrid _id: '19453' abstract: - lang: eng text: A key feature of biological and artificial neural networks is the progressive refinement of their neural representations with experience. In neuroscience, this fact has inspired several recent studies in sensory and motor systems. However, less is known about how higher associational cortical areas, such as the hippocampus, modify representations throughout the learning of complex tasks. Here, we focus on associative learning, a process that requires forming a connection between the representations of different variables for appropriate behavioral response. We trained rats in a space-context associative task and monitored hippocampal neural activity throughout the entire learning period, over several days. This allowed us to assess changes in the representations of context, movement direction, and position, as well as their relationship to behavior. We identified a hierarchical representational structure in the encoding of these three task variables that was preserved throughout learning. Nevertheless, we also observed changes at the lower levels of the hierarchy where context was encoded. These changes were local in neural activity space and restricted to physical positions where context identification was necessary for correct decision-making, supporting better context decoding and contextual code compression. Our results demonstrate that the hippocampal code not only accommodates hierarchical relationships between different variables but also enables efficient learning through minimal changes in neural activity space. Beyond the hippocampus, our work reveals a representation learning mechanism that might be implemented in other biological and artificial networks performing similar tasks. acknowledgement: We would like to thank Rebecca Morse for performing the recordings in one of the animals under the supervision of H.S.C.C., Jago Wallenschus for the technical support, especially with maze design, Wiktor Mlynarski for the advice and discussions and Andrea Cumpelik for suggestions during the writing. M.N. was supported by the Howard Hughes Medical Institute. H.S.C.C. received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 665385. article_number: e2417025122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Heloisa full_name: Chiossi, Heloisa id: 2BBA502C-F248-11E8-B48F-1D18A9856A87 last_name: Chiossi orcid: 0009-0004-2973-278X - first_name: Michele full_name: Nardin, Michele id: 30BD0376-F248-11E8-B48F-1D18A9856A87 last_name: Nardin orcid: 0000-0001-8849-6570 - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 - first_name: Jozsef L full_name: Csicsvari, Jozsef L id: 3FA14672-F248-11E8-B48F-1D18A9856A87 last_name: Csicsvari orcid: 0000-0002-5193-4036 citation: ama: Chiossi HSC, Nardin M, Tkačik G, Csicsvari JL. Learning reshapes the hippocampal representation hierarchy. Proceedings of the National Academy of Sciences. 2025;122(11). doi:10.1073/pnas.2417025122 apa: Chiossi, H. S. C., Nardin, M., Tkačik, G., & Csicsvari, J. L. (2025). Learning reshapes the hippocampal representation hierarchy. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2417025122 chicago: Chiossi, Heloisa S. C., Michele Nardin, Gašper Tkačik, and Jozsef L Csicsvari. “Learning Reshapes the Hippocampal Representation Hierarchy.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2417025122. ieee: H. S. C. Chiossi, M. Nardin, G. Tkačik, and J. L. Csicsvari, “Learning reshapes the hippocampal representation hierarchy,” Proceedings of the National Academy of Sciences, vol. 122, no. 11. National Academy of Sciences, 2025. ista: Chiossi HSC, Nardin M, Tkačik G, Csicsvari JL. 2025. Learning reshapes the hippocampal representation hierarchy. Proceedings of the National Academy of Sciences. 122(11), e2417025122. mla: Chiossi, Heloisa S. C., et al. “Learning Reshapes the Hippocampal Representation Hierarchy.” Proceedings of the National Academy of Sciences, vol. 122, no. 11, e2417025122, National Academy of Sciences, 2025, doi:10.1073/pnas.2417025122. short: H.S.C. Chiossi, M. Nardin, G. Tkačik, J.L. Csicsvari, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-03-25T07:38:35Z date_published: 2025-03-10T00:00:00Z date_updated: 2026-05-06T13:12:01Z day: '10' ddc: - '570' department: - _id: GaTk - _id: JoCs doi: 10.1073/pnas.2417025122 ec_funded: 1 external_id: isi: - '001459499500001' pmid: - '40063792' file: - access_level: open_access checksum: 1217207c254553154faa065964990988 content_type: application/pdf creator: dernst date_created: 2025-03-25T07:49:04Z date_updated: 2025-03-25T07:49:04Z file_id: '19454' file_name: 2025_PNAS_Chiossi.pdf file_size: 1553502 relation: main_file success: 1 file_date_updated: 2025-03-25T07:49:04Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '11' language: - iso: eng month: '03' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/hchiossi/hpc-hierarchy record: - id: '18991' relation: research_data status: public scopus_import: '1' status: public title: Learning reshapes the hippocampal representation hierarchy tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid _id: '19499' abstract: - lang: eng text: Quantum hardware is inherently fragile and noisy. We find that the accuracy of traditional quantum error correction algorithms can be improved depending on the hardware. Given different hardware specifications, we automatically synthesize hardware-optimal algorithms for parity correction, qubit resetting, and GHZ (Greenberger–Horne–Zeilinger) state preparation. Using stochastic techniques from computer science, our method presents a computational tool to compute exact accuracy guarantees and synthesize optimal algorithms that are often different from traditional ones. We also show that improvements can be gained with respect to the Qiskit transpiler as we compute the hardware-optimal qubit mapping for the GHZ state-preparation problem. acknowledgement: We thank the reviewers. In particular, they inspired us to analyze the reset and state-preparation problems, to compute optimal qubit mappings, and to apply our method to a quantum error correction scheme that includes both bitflip and phaseflip corrections. We also thank Raimundo Saona and Marek Chalupa for their time spent in insightful discussions. This research was partially supported by the European Research Council CoG 863818 (ForM-SMArt) grant. article_number: e2419273122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Stefanie full_name: Muroya Lei, Stefanie id: a376de31-8972-11ed-ae7b-d0251c13c8ff last_name: Muroya Lei - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Thomas A full_name: Henzinger, Thomas A id: 40876CD8-F248-11E8-B48F-1D18A9856A87 last_name: Henzinger orcid: 0000-0002-2985-7724 citation: ama: Muroya Lei S, Chatterjee K, Henzinger TA. Hardware-optimal quantum algorithms. Proceedings of the National Academy of Sciences. 2025;122(12). doi:10.1073/pnas.2419273122 apa: Muroya Lei, S., Chatterjee, K., & Henzinger, T. A. (2025). Hardware-optimal quantum algorithms. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2419273122 chicago: Muroya Lei, Stefanie, Krishnendu Chatterjee, and Thomas A Henzinger. “Hardware-Optimal Quantum Algorithms.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2419273122. ieee: S. Muroya Lei, K. Chatterjee, and T. A. Henzinger, “Hardware-optimal quantum algorithms,” Proceedings of the National Academy of Sciences, vol. 122, no. 12. National Academy of Sciences, 2025. ista: Muroya Lei S, Chatterjee K, Henzinger TA. 2025. Hardware-optimal quantum algorithms. Proceedings of the National Academy of Sciences. 122(12), e2419273122. mla: Muroya Lei, Stefanie, et al. “Hardware-Optimal Quantum Algorithms.” Proceedings of the National Academy of Sciences, vol. 122, no. 12, e2419273122, National Academy of Sciences, 2025, doi:10.1073/pnas.2419273122. short: S. Muroya Lei, K. Chatterjee, T.A. Henzinger, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-04-06T22:01:32Z date_published: 2025-03-25T00:00:00Z date_updated: 2026-04-28T13:41:14Z day: '25' ddc: - '000' department: - _id: KrCh - _id: ToHe doi: 10.1073/pnas.2419273122 ec_funded: 1 external_id: isi: - '001459435600001' pmid: - '40106357' file: - access_level: open_access checksum: 83501b8a65ee5fdd3f5604fc28eddc22 content_type: application/pdf creator: dernst date_created: 2025-04-07T11:42:22Z date_updated: 2025-04-07T11:42:22Z file_id: '19524' file_name: 2025_PNAS_Muroya.pdf file_size: 6805668 relation: main_file success: 1 file_date_updated: 2025-04-07T11:42:22Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '12' language: - iso: eng month: '03' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/smml1996/algorithm_synthesis - description: News on ISTA website relation: press_release url: https://ista.ac.at/en/news/hardware-optimal-quantum-algorithms/ scopus_import: '1' status: public title: Hardware-optimal quantum algorithms tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd volume: 122 year: '2025' ... --- APC_amount: 5949 EUR OA_place: publisher OA_type: hybrid _id: '19626' abstract: - lang: eng text: Active regulation of gene expression, orchestrated by complex interactions of activators and repressors at promoters, controls the fate of organisms. In contrast, basal expression at uninduced promoters is considered to be a dynamically inert mode of nonfunctional “promoter leakiness,” merely a byproduct of transcriptional regulation. Here, we investigate the basal expression mode of the mar operon, the main regulator of intrinsic multiple antibiotic resistance in Escherichia coli, and link its dynamic properties to the noncanonical, yet highly conserved start codon of marR across Enterobacteriaceae. Real-time, single-cell measurements across tens of generations reveal that basal expression consists of rare stochastic gene expression pulses, which maximize variability in wildtype and, surprisingly, transiently accelerate cellular elongation rates. Competition experiments show that basal expression confers fitness advantages to wildtype across several transitions between exponential and stationary growth by shortening lag times. The dynamically rich basal expression of the mar operon has likely been evolutionarily maintained for its role in growth homeostasis of Enterobacteria within the gut environment, thereby allowing other ancillary gene regulatory roles to evolve, e.g., control of costly-to-induce multidrug efflux pumps. Understanding the complex selection forces governing genetic systems involved in intrinsic multidrug resistance is crucial for effective public health measures. acknowledged_ssus: - _id: Bio acknowledgement: K.J. thanks B. Wu, I. Tomanek, K. Tomasek for detailed discussions on the manuscript, all other members from the Guet laboratory for valuable feedback, R. Chait, & Imaging and Optics Facility, Institute of Science and Technology Austria for helping with microscopy, Dr. Sudha Rao and Dr. Raja Mugasimangalam, Genotypic Technology India for allowing time off to address the revisions. K.J. acknowledges Institute of Science and Technology fellowship IC1006FELL02, R.H. was supported in part by Chan Zuckerberg Initiative and Donor Advised-Fund grant 2020-225401 (https://doi.org/10.37921/120055ratwvi), O.O.B. acknowledges Fonds Zur Förderung der Wissenschaftlichen Forschung (FWF) Grant ESP253-B, R.R. acknowledges FWF Grant 10.55776/ESP219, C.C.G. acknowledges FWF I5127-B. article_number: e2413709122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Kirti full_name: Jain, Kirti id: 330F0278-F248-11E8-B48F-1D18A9856A87 last_name: Jain orcid: 0000-0002-3809-0449 - first_name: Robert full_name: Hauschild, Robert id: 4E01D6B4-F248-11E8-B48F-1D18A9856A87 last_name: Hauschild orcid: 0000-0001-9843-3522 - first_name: Olga full_name: Bochkareva, Olga id: C4558D3C-6102-11E9-A62E-F418E6697425 last_name: Bochkareva orcid: 0000-0003-1006-6639 - first_name: Roderich full_name: Römhild, Roderich id: 68E56E44-62B0-11EA-B963-444F3DDC885E last_name: Römhild orcid: 0000-0001-9480-5261 - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 - first_name: Calin C full_name: Guet, Calin C id: 47F8433E-F248-11E8-B48F-1D18A9856A87 last_name: Guet orcid: 0000-0001-6220-2052 citation: ama: Jain K, Hauschild R, Bochkareva O, Römhild R, Tkačik G, Guet CC. Pulsatile basal gene expression as a fitness determinant in bacteria. Proceedings of the National Academy of Sciences. 2025;122(15). doi:10.1073/pnas.2413709122 apa: Jain, K., Hauschild, R., Bochkareva, O., Römhild, R., Tkačik, G., & Guet, C. C. (2025). Pulsatile basal gene expression as a fitness determinant in bacteria. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2413709122 chicago: Jain, Kirti, Robert Hauschild, Olga Bochkareva, Roderich Römhild, Gašper Tkačik, and Calin C Guet. “Pulsatile Basal Gene Expression as a Fitness Determinant in Bacteria.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2413709122. ieee: K. Jain, R. Hauschild, O. Bochkareva, R. Römhild, G. Tkačik, and C. C. Guet, “Pulsatile basal gene expression as a fitness determinant in bacteria,” Proceedings of the National Academy of Sciences, vol. 122, no. 15. National Academy of Sciences, 2025. ista: Jain K, Hauschild R, Bochkareva O, Römhild R, Tkačik G, Guet CC. 2025. Pulsatile basal gene expression as a fitness determinant in bacteria. Proceedings of the National Academy of Sciences. 122(15), e2413709122. mla: Jain, Kirti, et al. “Pulsatile Basal Gene Expression as a Fitness Determinant in Bacteria.” Proceedings of the National Academy of Sciences, vol. 122, no. 15, e2413709122, National Academy of Sciences, 2025, doi:10.1073/pnas.2413709122. short: K. Jain, R. Hauschild, O. Bochkareva, R. Römhild, G. Tkačik, C.C. Guet, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-04-27T22:02:13Z date_published: 2025-04-15T00:00:00Z date_updated: 2026-05-20T08:33:08Z day: '15' ddc: - '570' department: - _id: CaGu - _id: Bio - _id: FyKo - _id: GaTk doi: 10.1073/pnas.2413709122 external_id: isi: - '001471235200001' pmid: - '40193613' file: - access_level: open_access checksum: 115a687f40009660eb4b38b4f6559d41 content_type: application/pdf creator: dernst date_created: 2025-06-24T07:27:43Z date_updated: 2025-06-24T07:27:43Z file_id: '19888' file_name: 2025_PNAS_Jain.pdf file_size: 2949523 relation: main_file success: 1 file_date_updated: 2025-06-24T07:27:43Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '15' language: - iso: eng month: '04' oa: 1 oa_version: Published Version pmid: 1 project: - _id: c08e9ad1-5a5b-11eb-8a69-9d1cf3b07473 grant_number: CZI01 name: Tools for automation and feedback microscopy - _id: bd6f94d1-d553-11ed-ba76-ae9f07250f74 grant_number: E219 name: Non-canonical antibiotic interactions - _id: 34e076d6-11ca-11ed-8bc3-aec76c41a181 grant_number: I05127 name: Evolutionary analysis of gene regulation publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - description: News on ISTA website relation: press_release url: https://ista.ac.at/en/news/clockwork-just-for-antibiotic-resistance/ record: - id: '19294' relation: research_data status: public scopus_import: '1' status: public title: Pulsatile basal gene expression as a fitness determinant in bacteria tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 2754,32 EUR OA_place: publisher OA_type: hybrid _id: '19627' abstract: - lang: eng text: Differentially private gradient descent (DP-GD) is a popular algorithm to train deep learning models with provable guarantees on the privacy of the training data. In the last decade, the problem of understanding its performance cost with respect to standard GD has received remarkable attention from the research community, which formally derived upper bounds on the excess population risk RP in different learning settings. However, existing bounds typically degrade with over-parameterization, i.e., as the number of parameters p gets larger than the number of training samples n -- a regime which is ubiquitous in current deep-learning practice. As a result, the lack of theoretical insights leaves practitioners without clear guidance, leading some to reduce the effective number of trainable parameters to improve performance, while others use larger models to achieve better results through scale. In this work, we show that in the popular random features model with quadratic loss, for any sufficiently large p , privacy can be obtained for free, i.e., |RP|=o(1) , not only when the privacy parameter ε has constant order, but also in the strongly private setting ε=o(1) . This challenges the common wisdom that over-parameterization inherently hinders performance in private learning. acknowledgement: This research was funded in whole, or in part, by the Austrian Science Fund (FWF) Grant number COE 12. For the purpose of open access, the author has applied a CC BY public copyright license to any Author Accepted Manuscript version arising from this submission. The authors were also supported by the 2019 Lopez-Loreta prize, and Simone Bombari was supported by a Google PhD fellowship. We thank Diyuan Wu, Edwige Cyffers, Francesco Pedrotti, Inbar Seroussi, Nikita P. Kalinin, Pietro Pelliconi, Roodabeh Safavi, Yizhe Zhu, and Zhichao Wang for helpful discussions. article_number: e2423072122 article_processing_charge: Yes (in subscription journal) article_type: original arxiv: 1 author: - first_name: Simone full_name: Bombari, Simone id: ca726dda-de17-11ea-bc14-f9da834f63aa last_name: Bombari - first_name: Marco full_name: Mondelli, Marco id: 27EB676C-8706-11E9-9510-7717E6697425 last_name: Mondelli orcid: 0000-0002-3242-7020 citation: ama: Bombari S, Mondelli M. Privacy for free in the overparameterized regime. Proceedings of the National Academy of Sciences. 2025;122(15). doi:10.1073/pnas.2423072122 apa: Bombari, S., & Mondelli, M. (2025). Privacy for free in the overparameterized regime. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2423072122 chicago: Bombari, Simone, and Marco Mondelli. “Privacy for Free in the Overparameterized Regime.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2423072122. ieee: S. Bombari and M. Mondelli, “Privacy for free in the overparameterized regime,” Proceedings of the National Academy of Sciences, vol. 122, no. 15. National Academy of Sciences, 2025. ista: Bombari S, Mondelli M. 2025. Privacy for free in the overparameterized regime. Proceedings of the National Academy of Sciences. 122(15), e2423072122. mla: Bombari, Simone, and Marco Mondelli. “Privacy for Free in the Overparameterized Regime.” Proceedings of the National Academy of Sciences, vol. 122, no. 15, e2423072122, National Academy of Sciences, 2025, doi:10.1073/pnas.2423072122. short: S. Bombari, M. Mondelli, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-04-27T22:02:13Z date_published: 2025-04-15T00:00:00Z date_updated: 2026-05-20T08:23:19Z day: '15' ddc: - '000' department: - _id: MaMo doi: 10.1073/pnas.2423072122 external_id: arxiv: - '2410.14787' isi: - '001471214000001' pmid: - '40215275' file: - access_level: open_access checksum: 1ac6f78e368d35a0cafb4d2d9bd63443 content_type: application/pdf creator: dernst date_created: 2025-05-05T07:27:54Z date_updated: 2025-05-05T07:27:54Z file_id: '19648' file_name: 2025_PNAS_Bombari.pdf file_size: 2328320 relation: main_file success: 1 file_date_updated: 2025-05-05T07:27:54Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '15' language: - iso: eng month: '04' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 059876FA-7A3F-11EA-A408-12923DDC885E name: Prix Lopez-Loretta 2019 - Marco Mondelli - _id: 92099302-16d5-11f0-9cad-f9a785f54fbd name: 'Trustworthy Deep Learning Theory: Private Over-Parameterized Models and Robust LLMs' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Privacy for free in the overparameterized regime tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 5937,40 EUR OA_place: publisher OA_type: hybrid _id: '19728' abstract: - lang: eng text: Root system integrates multiple environmental cues, chiefly gravity and soil humidity, to anchor plants in soil and forage for water. While the mechanism of auxin-mediated root gravitropism is comparably well-understood, the root’s capability to grow toward moist soil for water uptake and drought avoidance, termed root hydrotropism, remains largely mysterious. Here, we provide key insights into the mechanism of hydrotropic growth and assign a role to the master regulator of hydrotropism, MIZU-KUSSEI 1 (MIZ1). We show that efficient hydrotropism requires the attenuation of antagonistically acting gravitropism, which is inhibited under drought conditions. Drought stress interferes with subcellular trafficking and the lateral mobility of PIN auxin transporters, which are polarly localized at the root cell plasma membranes. This leads to defects in PIN2 polarity and gravity-induced polarization of PIN3, ultimately inhibiting gravity-induced auxin redistribution and root bending. The miz1 mutant is defective in all these regulations, and in support of MIZ1’s action on PINs, pin mutations rescue the hydrotropic defects in the miz1 mutant. These observations identify a mechanism for how drought via MIZ1 attenuates gravitropism to promote root hydrotropism for efficient water foraging under drought conditions. acknowledgement: This work was supported by the European Union’s Horizon 2020 research and innovation Programme (European Research Council grant agreement number 742985), Austrian Science Fund (FWF, grant number I 3630-B25), (Institute of Science and Technology Austria) Fellow program, the Qin Chuangyuan High-level Innovation and Entrepreneurship Talent Program (QCYRCXM-2022-237), the Fundamental Research Funds for Northwest A&F University and partly supported by the open funds of the State Key Laboratory of Plant Environmental Resilience (SKLPERKF2416). We also thank the Teaching and Research Core Facility at the College of Life Sciences, Northwest A&F University, particularly Dr. Ningjuan Fan for technical assistance. article_number: e2427315122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Yuzhou full_name: Zhang, Yuzhou id: 3B6137F2-F248-11E8-B48F-1D18A9856A87 last_name: Zhang orcid: 0000-0003-2627-6956 - first_name: Zhulatai full_name: Bao, Zhulatai last_name: Bao - first_name: Adrijana full_name: Smoljan, Adrijana id: cced8a85-223e-11ed-af04-b0596c55053b last_name: Smoljan - first_name: Yifan full_name: Liu, Yifan last_name: Liu - first_name: Huihui full_name: Wang, Huihui last_name: Wang - first_name: Jiří full_name: Friml, Jiří id: 4159519E-F248-11E8-B48F-1D18A9856A87 last_name: Friml orcid: 0000-0002-8302-7596 citation: ama: Zhang Y, Bao Z, Smoljan A, Liu Y, Wang H, Friml J. Foraging for water by MIZ1-mediated antagonism between root gravitropism and hydrotropism. Proceedings of the National Academy of Sciences. 2025;122(20). doi:10.1073/pnas.2427315122 apa: Zhang, Y., Bao, Z., Smoljan, A., Liu, Y., Wang, H., & Friml, J. (2025). Foraging for water by MIZ1-mediated antagonism between root gravitropism and hydrotropism. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2427315122 chicago: Zhang, Yuzhou, Zhulatai Bao, Adrijana Smoljan, Yifan Liu, Huihui Wang, and Jiří Friml. “Foraging for Water by MIZ1-Mediated Antagonism between Root Gravitropism and Hydrotropism.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2427315122. ieee: Y. Zhang, Z. Bao, A. Smoljan, Y. Liu, H. Wang, and J. Friml, “Foraging for water by MIZ1-mediated antagonism between root gravitropism and hydrotropism,” Proceedings of the National Academy of Sciences, vol. 122, no. 20. National Academy of Sciences, 2025. ista: Zhang Y, Bao Z, Smoljan A, Liu Y, Wang H, Friml J. 2025. Foraging for water by MIZ1-mediated antagonism between root gravitropism and hydrotropism. Proceedings of the National Academy of Sciences. 122(20), e2427315122. mla: Zhang, Yuzhou, et al. “Foraging for Water by MIZ1-Mediated Antagonism between Root Gravitropism and Hydrotropism.” Proceedings of the National Academy of Sciences, vol. 122, no. 20, e2427315122, National Academy of Sciences, 2025, doi:10.1073/pnas.2427315122. short: Y. Zhang, Z. Bao, A. Smoljan, Y. Liu, H. Wang, J. Friml, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-05-25T22:16:43Z date_published: 2025-05-20T00:00:00Z date_updated: 2026-05-20T08:34:21Z day: '20' ddc: - '580' department: - _id: JiFr doi: 10.1073/pnas.2427315122 ec_funded: 1 external_id: isi: - '001496347500001' pmid: - '40372432' file: - access_level: open_access checksum: f70ff35054561b27a463ba279d1795dc content_type: application/pdf creator: dernst date_created: 2025-05-28T08:04:50Z date_updated: 2025-05-28T08:04:50Z file_id: '19750' file_name: 2025_PNAS_Zhang.pdf file_size: 8266672 relation: main_file success: 1 file_date_updated: 2025-05-28T08:04:50Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '20' language: - iso: eng month: '05' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 261099A6-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '742985' name: Tracing Evolution of Auxin Transport and Polarity in Plants - _id: 26538374-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: I03630 name: Molecular mechanisms of endocytic cargo recognition in plants publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - description: News on ISTA website relation: press_release url: https://ista.ac.at/en/news/how-roots-forage-for-water/ scopus_import: '1' status: public title: Foraging for water by MIZ1-mediated antagonism between root gravitropism and hydrotropism tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid _id: '19965' abstract: - lang: eng text: Multiagent learning is challenging when agents face mixed-motivation interactions, where conflicts of interest arise as agents independently try to optimize their respective outcomes. Recent advancements in evolutionary game theory have identified a class of “zero-determinant” strategies, which confer an agent with significant unilateral control over outcomes in repeated games. Building on these insights, we present a comprehensive generalization of zero-determinant strategies to stochastic games, encompassing dynamic environments. We propose an algorithm that allows an agent to discover strategies enforcing predetermined linear (or approximately linear) payoff relationships. Of particular interest is the relationship in which both payoffs are equal, which serves as a proxy for fairness in symmetric games. We demonstrate that an agent can discover strategies enforcing such relationships through experience alone, without coordinating with an opponent. In finding and using such a strategy, an agent (“enforcer”) can incentivize optimal and equitable outcomes, circumventing potential exploitation. In particular, from the opponent’s viewpoint, the enforcer transforms a mixed-motivation problem into a cooperative problem, paving the way for more collaboration and fairness in multiagent systems. acknowledgement: 'We gratefully acknowledge the support from the European Research Council (Starting Grant 850529: E-DIRECT) and the Max Planck Society (C.H.), the European Research Council (Consolidator Grant 863818: ForM-SMArt) (K.C.), the Shanghai Pujiang Program (No. 23PJ1405500) (Q.S.), the Army Research Office (Grant No. W911NF-18-1-0325) (N.E.L.), and the John Templeton Foundation (Grant No. 62281) (J.B.P.).' article_number: e2319927121 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Alex full_name: Mcavoy, Alex last_name: Mcavoy - first_name: Udari Madhushani full_name: Sehwag, Udari Madhushani last_name: Sehwag - first_name: Christian full_name: Hilbe, Christian id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87 last_name: Hilbe orcid: 0000-0001-5116-955X - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Wolfram full_name: Barfuss, Wolfram last_name: Barfuss - first_name: Qi full_name: Su, Qi last_name: Su - first_name: Naomi Ehrich full_name: Leonard, Naomi Ehrich last_name: Leonard - first_name: Joshua B. full_name: Plotkin, Joshua B. last_name: Plotkin citation: ama: Mcavoy A, Sehwag UM, Hilbe C, et al. Unilateral incentive alignment in two-agent stochastic games. Proceedings of the National Academy of Sciences. 2025;122(25). doi:10.1073/pnas.2319927121 apa: Mcavoy, A., Sehwag, U. M., Hilbe, C., Chatterjee, K., Barfuss, W., Su, Q., … Plotkin, J. B. (2025). Unilateral incentive alignment in two-agent stochastic games. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2319927121 chicago: Mcavoy, Alex, Udari Madhushani Sehwag, Christian Hilbe, Krishnendu Chatterjee, Wolfram Barfuss, Qi Su, Naomi Ehrich Leonard, and Joshua B. Plotkin. “Unilateral Incentive Alignment in Two-Agent Stochastic Games.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2319927121. ieee: A. Mcavoy et al., “Unilateral incentive alignment in two-agent stochastic games,” Proceedings of the National Academy of Sciences, vol. 122, no. 25. National Academy of Sciences, 2025. ista: Mcavoy A, Sehwag UM, Hilbe C, Chatterjee K, Barfuss W, Su Q, Leonard NE, Plotkin JB. 2025. Unilateral incentive alignment in two-agent stochastic games. Proceedings of the National Academy of Sciences. 122(25), e2319927121. mla: Mcavoy, Alex, et al. “Unilateral Incentive Alignment in Two-Agent Stochastic Games.” Proceedings of the National Academy of Sciences, vol. 122, no. 25, e2319927121, National Academy of Sciences, 2025, doi:10.1073/pnas.2319927121. short: A. Mcavoy, U.M. Sehwag, C. Hilbe, K. Chatterjee, W. Barfuss, Q. Su, N.E. Leonard, J.B. Plotkin, Proceedings of the National Academy of Sciences 122 (2025). date_created: 2025-07-06T22:01:23Z date_published: 2025-06-24T00:00:00Z date_updated: 2025-09-30T13:47:14Z day: '24' ddc: - '000' department: - _id: KrCh doi: 10.1073/pnas.2319927121 ec_funded: 1 external_id: isi: - '001522351900001' pmid: - '40523172' file: - access_level: open_access checksum: 3b35befd959a3e37aa9080a64a6afaf3 content_type: application/pdf creator: dernst date_created: 2025-07-08T05:52:26Z date_updated: 2025-07-08T05:52:26Z file_id: '19972' file_name: 2025_PNAS_McAvoy.pdf file_size: 29525932 relation: main_file success: 1 file_date_updated: 2025-07-08T05:52:26Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '25' language: - iso: eng month: '06' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Unilateral incentive alignment in two-agent stochastic games tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345 volume: 122 year: '2025' ... --- APC_amount: 5766,07 EUR OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20289' abstract: - lang: eng text: Cell and tissue movement in development, cancer invasion, and immune response relies on chemical or mechanical guidance cues. In many systems, this behavior is locally directed by self-generated signaling gradients rather than long-range, prepatterned cues. However, how heterogeneous mixtures of cells interact nonreciprocally and navigate through self-generated gradients remains largely unexplored. Here, we introduce a theoretical framework for the self-organized chemotaxis of heterogeneous cell populations. We find that the relative chemotactic sensitivities of different cell populations control their long-time coupling and comigration dynamics, with boundary conditions such as external cell and attractant reservoirs substantially influencing the migration patterns. Our model predicts an optimal parameter regime that enables robust and colocalized migration. We test our theoretical predictions with in vitro experiments demonstrating the comigration of distinct immune cell populations, and quantitatively reproduce observed migration patterns under wild-type and perturbed conditions. Interestingly, immune cell comigration occurs close to the predicted optimal regime. Finally, we incorporate mechanical interactions into our framework, revealing a nontrivial interplay between chemotactic and mechanical nonreciprocity in driving collective migration. Together, our findings suggest that self-generated chemotaxis is a robust strategy for the navigation of mixed cell populations. acknowledged_ssus: - _id: Bio - _id: PreCl - _id: LifeSc - _id: NanoFab acknowledgement: We thank all members of the M.S. and E.H. groups for stimulating discussions.We thank the Imaging and Optics facility, the Pre-clinical and Lab Support facility of the Institute of Science and Technology Austria for their excellent support and provided resources for the experimental research. In particular, we thank Jack Merrin from the Nanofabrication facility who generated the microfabricated channel used in this study. This work received funding fromt he European Research Council under the European Union’s Horizon 2020 research and innovation program (grant agreement No. 851288 to E.H.). M.C.U.is funded by a University of Sheffield Strategic Research Fellowship in the Physics of Life and Quantitative Biology. article_number: e2504064122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Mehmet C full_name: Ucar, Mehmet C id: 50B2A802-6007-11E9-A42B-EB23E6697425 last_name: Ucar orcid: 0000-0003-0506-4217 - first_name: Alsberga full_name: Zane, Alsberga id: 60f7509a-f652-11ea-9d86-b963d6490d7c last_name: Zane orcid: 0009-0003-0415-7603 - first_name: Jonna H full_name: Alanko, Jonna H id: 2CC12E8C-F248-11E8-B48F-1D18A9856A87 last_name: Alanko orcid: 0000-0002-7698-3061 - first_name: Michael K full_name: Sixt, Michael K id: 41E9FBEA-F248-11E8-B48F-1D18A9856A87 last_name: Sixt orcid: 0000-0002-6620-9179 - first_name: Edouard B full_name: Hannezo, Edouard B id: 3A9DB764-F248-11E8-B48F-1D18A9856A87 last_name: Hannezo orcid: 0000-0001-6005-1561 citation: ama: Ucar MC, Zane A, Alanko JH, Sixt MK, Hannezo EB. Self-generated chemotaxis of mixed cell populations. Proceedings of the National Academy of Sciences. 2025;122(34). doi:10.1073/pnas.2504064122 apa: Ucar, M. C., Zane, A., Alanko, J. H., Sixt, M. K., & Hannezo, E. B. (2025). Self-generated chemotaxis of mixed cell populations. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2504064122 chicago: Ucar, Mehmet C, Alsberga Zane, Jonna H Alanko, Michael K Sixt, and Edouard B Hannezo. “Self-Generated Chemotaxis of Mixed Cell Populations.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2504064122. ieee: M. C. Ucar, A. Zane, J. H. Alanko, M. K. Sixt, and E. B. Hannezo, “Self-generated chemotaxis of mixed cell populations,” Proceedings of the National Academy of Sciences, vol. 122, no. 34. National Academy of Sciences, 2025. ista: Ucar MC, Zane A, Alanko JH, Sixt MK, Hannezo EB. 2025. Self-generated chemotaxis of mixed cell populations. Proceedings of the National Academy of Sciences. 122(34), e2504064122. mla: Ucar, Mehmet C., et al. “Self-Generated Chemotaxis of Mixed Cell Populations.” Proceedings of the National Academy of Sciences, vol. 122, no. 34, e2504064122, National Academy of Sciences, 2025, doi:10.1073/pnas.2504064122. short: M.C. Ucar, A. Zane, J.H. Alanko, M.K. Sixt, E.B. Hannezo, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-09-07T22:01:32Z date_published: 2025-08-26T00:00:00Z date_updated: 2026-05-20T08:59:54Z day: '26' ddc: - '570' department: - _id: EdHa - _id: MiSi doi: 10.1073/pnas.2504064122 ec_funded: 1 external_id: isi: - '001562181600001' pmid: - '40838890' file: - access_level: open_access checksum: b36abd92673b6d76376fc9434bad52cc content_type: application/pdf creator: dernst date_created: 2025-09-08T07:23:29Z date_updated: 2025-09-08T07:23:29Z file_id: '20307' file_name: 2025_PNAS_Ucar.pdf file_size: 16069140 relation: main_file success: 1 file_date_updated: 2025-09-08T07:23:29Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '34' language: - iso: eng month: '08' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 05943252-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '851288' name: Design Principles of Branching Morphogenesis publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/mehmetcanucar/Self-generated-chemotaxis scopus_import: '1' status: public title: Self-generated chemotaxis of mixed cell populations tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20492' abstract: - lang: eng text: The glassy thermal conductivities observed in crystalline inorganic perovskites such as Cs3Bi2I6Cl3 are perplexing and lacking theoretical explanations. Here, we first experimentally measure its thermal transport behavior from 20 to 300 K, after synthesizing Cs3Bi2I6Cl3 single crystals. Using path-integral molecular dynamics simulations driven by machine learning potentials, we reveal that Cs3Bi2I6Cl3 has large lattice distortions at low temperatures, which may be related to the large atomic size mismatch. Employing the Wigner formulation of thermal transport, we reproduce theexperimental thermal conductivities based on lattice-distorted structures. This studythus provides a framework for predicting and understanding glassy thermal transportin materials with strong lattice disorder. acknowledged_ssus: - _id: ScienComp acknowledgement: Z.Z. acknowledges the European Union’s Horizon2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 101034413. We acknowledge the high-performance computing facilities offered by Institute of Science and Technology Austria and The University of Hong Kong. article_processing_charge: No article_type: original author: - first_name: Zezhu full_name: Zeng, Zezhu id: 54a2c730-803f-11ed-ab7e-95b29d2680e7 last_name: Zeng orcid: 0000-0001-5126-4928 - first_name: Zheyong full_name: Fan, Zheyong last_name: Fan - first_name: Michele full_name: Simoncelli, Michele last_name: Simoncelli - first_name: Chen full_name: Chen, Chen last_name: Chen - first_name: Ting full_name: Liang, Ting last_name: Liang - first_name: Yue full_name: Chen, Yue last_name: Chen - first_name: Geoff full_name: Thornton, Geoff last_name: Thornton - first_name: Bingqing full_name: Cheng, Bingqing id: cbe3cda4-d82c-11eb-8dc7-8ff94289fcc9 last_name: Cheng orcid: 0000-0002-3584-9632 citation: ama: Zeng Z, Fan Z, Simoncelli M, et al. Lattice distortion leads to glassy thermal transport in crystalline Cs3Bi2I6Cl3. Proceedings of the National Academy of Sciences. 2025;122(41):e2415664122. doi:10.1073/pnas.2415664122 apa: Zeng, Z., Fan, Z., Simoncelli, M., Chen, C., Liang, T., Chen, Y., … Cheng, B. (2025). Lattice distortion leads to glassy thermal transport in crystalline Cs3Bi2I6Cl3. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2415664122 chicago: Zeng, Zezhu, Zheyong Fan, Michele Simoncelli, Chen Chen, Ting Liang, Yue Chen, Geoff Thornton, and Bingqing Cheng. “Lattice Distortion Leads to Glassy Thermal Transport in Crystalline Cs3Bi2I6Cl3.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2415664122. ieee: Z. Zeng et al., “Lattice distortion leads to glassy thermal transport in crystalline Cs3Bi2I6Cl3,” Proceedings of the National Academy of Sciences, vol. 122, no. 41. National Academy of Sciences, p. e2415664122, 2025. ista: Zeng Z, Fan Z, Simoncelli M, Chen C, Liang T, Chen Y, Thornton G, Cheng B. 2025. Lattice distortion leads to glassy thermal transport in crystalline Cs3Bi2I6Cl3. Proceedings of the National Academy of Sciences. 122(41), e2415664122. mla: Zeng, Zezhu, et al. “Lattice Distortion Leads to Glassy Thermal Transport in Crystalline Cs3Bi2I6Cl3.” Proceedings of the National Academy of Sciences, vol. 122, no. 41, National Academy of Sciences, 2025, p. e2415664122, doi:10.1073/pnas.2415664122. short: Z. Zeng, Z. Fan, M. Simoncelli, C. Chen, T. Liang, Y. Chen, G. Thornton, B. Cheng, Proceedings of the National Academy of Sciences 122 (2025) e2415664122. corr_author: '1' date_created: 2025-10-19T22:01:31Z date_published: 2025-10-14T00:00:00Z date_updated: 2026-02-16T12:32:11Z day: '14' ddc: - '540' department: - _id: BiCh doi: 10.1073/pnas.2415664122 ec_funded: 1 external_id: isi: - '001600415200001' pmid: - '41052324' file: - access_level: open_access checksum: 3f9cd0d67ffe9110fb238407671584b7 content_type: application/pdf creator: dernst date_created: 2025-10-21T10:02:15Z date_updated: 2025-10-21T10:02:15Z file_id: '20513' file_name: 2025_PNAS_Zeng.pdf file_size: 12244843 relation: main_file success: 1 file_date_updated: 2025-10-21T10:02:15Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '41' language: - iso: eng month: '10' oa: 1 oa_version: Published Version page: e2415664122 pmid: 1 project: - _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c call_identifier: H2020 grant_number: '101034413' name: 'IST-BRIDGE: International postdoctoral program' publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: https://github.com/ZengZezhu/Cs3Bi2I6Cl3_heat_conductivity scopus_import: '1' status: public title: Lattice distortion leads to glassy thermal transport in crystalline Cs3Bi2I6Cl3 tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20530' abstract: - lang: eng text: Cells must coordinate DNA segregation with cytokinesis to ensure that each daughter cell inherits a complete genome. Here, we explore how DNA segregation and division are mechanistically coupled in archaeal relatives of eukaryotes, which lack Cyclin-dependent kinase (CDK)/Cyclins. Using live cell imaging, we first describe the series of sequential changes in DNA organization that accompany cell division in Sulfolobus, which computational modeling shows likely aid genome segregation. Through a perturbation analysis we identify a regulatory checkpoint which ensures that the compaction of the genome into two spatially segregated nucleoids only occurs once cells have assembled a division ring—which also defines the axis of DNA segregation. Finally, we show that DNA compaction and segregation depend, in part, on a ParA homologue, SegA, and its partner SegB, whose absence leads to bridging DNA. Taken together, these data show how regulatory checkpoints like those operating in eukaryotes aid high-fidelity division in an archaeon. acknowledgement: We thank Matthew Kenneth for his assistance with live cell imaging. We thank Arthur Charles-Orszag and Dyche Mullins for generously gifting the SegA and SegB antibodies, and Sonja-Verena Albers for gifting the CdvA-HA overexpression plasmid. We thank the Light Microscopy and Flow Cytometry facilities at the MRC-LMB, and all the core staff at the MRC-LMB for their support. We thank all members of the Baum lab for helpful discussions. We would like to thank Magdalena Lechowska, Gautam Dey, Laura Downie, and Iva Tolic for critical reading of the manuscript. J.P. was supported by the Medical Research Council—Laboratory of Molecular Biology (MC_UP_1201/27). A.C. was funded by an EMBO Postdoctoral fellowship (ALTF_1041-2021), a Marie Sklodowska-Curie Individual Fellowship (101068523) provided by UKRI and by the Wellcome Trust (222460/Z/21/Z). B.H. was supported by Wellcome Trust (203276/A/16/Z). Y.-W.K. was supported by an EMBO postdoctoral fellowship (ALTF 903-2021) and by the Medical Research Council—Laboratory of Molecular Biology (MC_UP_1201/27); S.F. was supported by the Wellcome Trust (222460/Z/21/Z); B.B. received support from the MRC LMB, the Wellcome Trust (203276/Z/16/Z) and (222460/Z/21/Z), the VW Foundation (94933), and from the Gordon and Betty Moore Foundation’s Symbiosis in Aquatic Systems Initiative (9346). V.S. and A.Š. acknowledge funding from the European Research Council under the European Union’s Horizon 2020 research and innovation programme (grant no.802960 to A.Š.), the Vallee Scholarship, and the EMBO Young Investigator Programme (A.Š.). The collaborative work of A.Š.’s and B.B. teams was also supported by a Moore–Simons Project on the Origin of the Eukaryotic Cell, Simons Foundation 735929LPI. article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Joe full_name: Parham, Joe last_name: Parham - first_name: Valerio full_name: Sorichetti, Valerio id: ef8a92cb-c7b6-11ec-8bea-e1fd5847bc5b last_name: Sorichetti orcid: 0000-0002-9645-6576 - first_name: Alice full_name: Cezanne, Alice last_name: Cezanne - first_name: Sherman full_name: Foo, Sherman last_name: Foo - first_name: Yin Wei full_name: Kuo, Yin Wei last_name: Kuo - first_name: Baukje full_name: Hoogenberg, Baukje last_name: Hoogenberg - first_name: Arthur full_name: Radoux-Mergault, Arthur last_name: Radoux-Mergault - first_name: Eloise full_name: Mawdesley, Eloise last_name: Mawdesley - first_name: Lydia Daniels full_name: Gatward, Lydia Daniels last_name: Gatward - first_name: Jerome full_name: Boulanger, Jerome last_name: Boulanger - first_name: Ulrike full_name: Schulze, Ulrike last_name: Schulze - first_name: Anđela full_name: Šarić, Anđela id: bf63d406-f056-11eb-b41d-f263a6566d8b last_name: Šarić orcid: 0000-0002-7854-2139 - first_name: Buzz full_name: Baum, Buzz last_name: Baum citation: ama: Parham J, Sorichetti V, Cezanne A, et al. Temporal and spatial coordination of DNA segregation and cell division in an archaeon. Proceedings of the National Academy of Sciences. 2025;122(42):e2513939122. doi:10.1073/pnas.2513939122 apa: Parham, J., Sorichetti, V., Cezanne, A., Foo, S., Kuo, Y. W., Hoogenberg, B., … Baum, B. (2025). Temporal and spatial coordination of DNA segregation and cell division in an archaeon. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2513939122 chicago: Parham, Joe, Valerio Sorichetti, Alice Cezanne, Sherman Foo, Yin Wei Kuo, Baukje Hoogenberg, Arthur Radoux-Mergault, et al. “Temporal and Spatial Coordination of DNA Segregation and Cell Division in an Archaeon.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2513939122. ieee: J. Parham et al., “Temporal and spatial coordination of DNA segregation and cell division in an archaeon,” Proceedings of the National Academy of Sciences, vol. 122, no. 42. National Academy of Sciences, p. e2513939122, 2025. ista: Parham J, Sorichetti V, Cezanne A, Foo S, Kuo YW, Hoogenberg B, Radoux-Mergault A, Mawdesley E, Gatward LD, Boulanger J, Schulze U, Šarić A, Baum B. 2025. Temporal and spatial coordination of DNA segregation and cell division in an archaeon. Proceedings of the National Academy of Sciences. 122(42), e2513939122. mla: Parham, Joe, et al. “Temporal and Spatial Coordination of DNA Segregation and Cell Division in an Archaeon.” Proceedings of the National Academy of Sciences, vol. 122, no. 42, National Academy of Sciences, 2025, p. e2513939122, doi:10.1073/pnas.2513939122. short: J. Parham, V. Sorichetti, A. Cezanne, S. Foo, Y.W. Kuo, B. Hoogenberg, A. Radoux-Mergault, E. Mawdesley, L.D. Gatward, J. Boulanger, U. Schulze, A. Šarić, B. Baum, Proceedings of the National Academy of Sciences 122 (2025) e2513939122. date_created: 2025-10-26T23:01:33Z date_published: 2025-10-21T00:00:00Z date_updated: 2026-02-16T12:32:31Z day: '21' ddc: - '570' department: - _id: AnSa doi: 10.1073/pnas.2513939122 ec_funded: 1 external_id: isi: - '001620648600001' pmid: - '41091768' file: - access_level: open_access checksum: 3555d51f438d2e356039a9b697eac3ee content_type: application/pdf creator: dernst date_created: 2025-10-27T08:12:59Z date_updated: 2025-10-27T08:12:59Z file_id: '20543' file_name: 2025_PNAS_Parham.pdf file_size: 2649194 relation: main_file success: 1 file_date_updated: 2025-10-27T08:12:59Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '42' language: - iso: eng month: '10' oa: 1 oa_version: Published Version page: e2513939122 pmid: 1 project: - _id: eba2549b-77a9-11ec-83b8-a81e493eae4e call_identifier: H2020 grant_number: '802960' name: 'Non-Equilibrium Protein Assembly: from Building Blocks to Biological Machines' - _id: 349b6ff1-11ca-11ed-8bc3-f006047c2eeb name: EMBO Young Investigator Program - Andela Saric publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Temporal and spatial coordination of DNA segregation and cell division in an archaeon tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20635' abstract: - lang: eng text: Plants have evolved sophisticated mechanisms to adapt to environmental changes, with root gravitropism playing a pivotal role in nutrient and water acquisition. Our study reveals that SnRK2 kinases (SnRK2.2 and SnRK2.3) are critical regulators of root gravitropism through their direct phosphorylation of the auxin transporter PIN2 at S259. We demonstrate that SnRK2s-mediated phosphorylation modulates both the polar localization and transport activity of PIN2. Importantly, SnRK2s function antagonistically to the AGCVIII kinase PID, which phosphorylates PIN2 at a distinct site (S258), establishing a regulatory balance essential for adaptive root growth. Structural modeling and phosphorylation assays further suggest that SnRK2s-mediated phosphorylation at S259 sterically hinders access of PID to S258, providing a mechanistic basis for their antagonistic relationship. These findings uncover a novel regulatory mechanism, by which plants fine-tune root developmental programs to adapt to environmental stimuli, highlighting the evolutionary significance of multilayered kinase-mediated regulation in plant adaptation. acknowledgement: This research was funded by Biological Breeding-National Science and Technology Major Project (2023ZD0407201), China Postdoctoral Science Foundation (2024M763575), China Agricultural University Fund (2025RC042), Chinese Universities Scientific Fund (2024RC031), and Austrian Science Fund (FWF; I 6123-B). article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: F full_name: Sheng, F last_name: Sheng - first_name: Y full_name: Gao, Y last_name: Gao - first_name: Y full_name: Wang, Y last_name: Wang - first_name: Y full_name: Li, Y last_name: Li - first_name: JA full_name: Zhang, JA last_name: Zhang - first_name: Z full_name: Zhang, Z last_name: Zhang - first_name: X full_name: Qin, X last_name: Qin - first_name: S full_name: Zhang, S last_name: Zhang - first_name: W full_name: Song, W last_name: Song - first_name: J full_name: Li, J last_name: Li - first_name: Y full_name: Guo, Y last_name: Guo - first_name: Jiří full_name: Friml, Jiří id: 4159519E-F248-11E8-B48F-1D18A9856A87 last_name: Friml orcid: 0000-0002-8302-7596 - first_name: Z full_name: Gong, Z last_name: Gong - first_name: Q full_name: Zhang, Q last_name: Zhang - first_name: J full_name: Zhang, J last_name: Zhang citation: ama: Sheng F, Gao Y, Wang Y, et al. Antagonistic SnRK2 and PID kinases’ action on auxin transport-mediated root gravitropism. Proceedings of the National Academy of Sciences. 2025;122(39):e2512274122. doi:10.1073/pnas.2512274122 apa: Sheng, F., Gao, Y., Wang, Y., Li, Y., Zhang, J., Zhang, Z., … Zhang, J. (2025). Antagonistic SnRK2 and PID kinases’ action on auxin transport-mediated root gravitropism. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2512274122 chicago: Sheng, F, Y Gao, Y Wang, Y Li, JA Zhang, Z Zhang, X Qin, et al. “Antagonistic SnRK2 and PID Kinases’ Action on Auxin Transport-Mediated Root Gravitropism.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2512274122. ieee: F. Sheng et al., “Antagonistic SnRK2 and PID kinases’ action on auxin transport-mediated root gravitropism,” Proceedings of the National Academy of Sciences, vol. 122, no. 39. National Academy of Sciences, p. e2512274122, 2025. ista: Sheng F, Gao Y, Wang Y, Li Y, Zhang J, Zhang Z, Qin X, Zhang S, Song W, Li J, Guo Y, Friml J, Gong Z, Zhang Q, Zhang J. 2025. Antagonistic SnRK2 and PID kinases’ action on auxin transport-mediated root gravitropism. Proceedings of the National Academy of Sciences. 122(39), e2512274122. mla: Sheng, F., et al. “Antagonistic SnRK2 and PID Kinases’ Action on Auxin Transport-Mediated Root Gravitropism.” Proceedings of the National Academy of Sciences, vol. 122, no. 39, National Academy of Sciences, 2025, p. e2512274122, doi:10.1073/pnas.2512274122. short: F. Sheng, Y. Gao, Y. Wang, Y. Li, J. Zhang, Z. Zhang, X. Qin, S. Zhang, W. Song, J. Li, Y. Guo, J. Friml, Z. Gong, Q. Zhang, J. Zhang, Proceedings of the National Academy of Sciences 122 (2025) e2512274122. date_created: 2025-11-12T10:03:20Z date_published: 2025-09-23T00:00:00Z date_updated: 2026-02-16T12:32:51Z day: '23' ddc: - '580' department: - _id: JiFr doi: 10.1073/pnas.2512274122 external_id: isi: - '001589177800001' pmid: - '40986351' file: - access_level: open_access checksum: 38b723a909bf321d7ee537c9d064aa25 content_type: application/pdf creator: dernst date_created: 2025-11-24T13:48:09Z date_updated: 2025-11-24T13:48:09Z file_id: '20681' file_name: 2025_PNAS_Sheng.pdf file_size: 2667764 relation: main_file success: 1 file_date_updated: 2025-11-24T13:48:09Z has_accepted_license: '1' intvolume: ' 122' isi: 1 issue: '39' language: - iso: eng month: '09' oa: 1 oa_version: Published Version page: e2512274122 pmid: 1 project: - _id: bd76d395-d553-11ed-ba76-f678c14f9033 grant_number: I06123 name: Peptide receptors for auxin canalization in Arabidopsis publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Antagonistic SnRK2 and PID kinases' action on auxin transport-mediated root gravitropism tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20663' abstract: - lang: eng text: Gravitropism, the patterning of postembryonic growth in relation to the gravity vector, allows plants to optimize the use of limited and nonhomogenous resources in their immediate environment. Since the current model of root gravitropism has not been able to integrate all aspects of the response (perception, response, and behavior), research on gravitropism has been dominated by different theories attempting to conceptualize each aspect individually. In this work, we sought to reevaluate all the main components of the root graviresponse through the lens of angle dependence. We show angle dependence in Cholodny–Went-based auxin asymmetry and growth response, which we tracked back to angle-dependent variation in PIN asymmetry and statolith sedimentation in the columella. Thanks to this approach, we were able to suggest distinct roles for PINs and columella cell tiers, and a potential function for auxin vertical flux through the columella. Our findings provide a unifying framework to further explore the mechanisms that regulate angle-dependent gravitropic response, with major implications of time-dependent features of root graviresponse. acknowledgement: This study was funded by the BBSRC (grant no. BB/N010124/1) and Leverhulme Foundation (grant no. RPG-2018-137) to M.D.B. and S.K., a Fully Funded International Research Scholarship awarded to K.S.-F., and by NASA (grant no. 80NSSC21K0585) to C.W. article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Suruchi full_name: Roychoudhry, Suruchi last_name: Roychoudhry - first_name: Katelyn full_name: Sageman-Furnas, Katelyn last_name: Sageman-Furnas - first_name: Harry J. full_name: Taylor, Harry J. last_name: Taylor - first_name: Iftekhar full_name: Showpnil, Iftekhar last_name: Showpnil - first_name: Chris full_name: Wolverton, Chris last_name: Wolverton - first_name: Jiří full_name: Friml, Jiří id: 4159519E-F248-11E8-B48F-1D18A9856A87 last_name: Friml orcid: 0000-0002-8302-7596 - first_name: Marta Del full_name: Bianco, Marta Del last_name: Bianco - first_name: Stefan full_name: Kepinski, Stefan last_name: Kepinski citation: ama: Roychoudhry S, Sageman-Furnas K, Taylor HJ, et al. Angle dependence as a unifying feature of root graviresponse modules. Proceedings of the National Academy of Sciences. 2025;122(46):e2506400122. doi:10.1073/pnas.2506400122 apa: Roychoudhry, S., Sageman-Furnas, K., Taylor, H. J., Showpnil, I., Wolverton, C., Friml, J., … Kepinski, S. (2025). Angle dependence as a unifying feature of root graviresponse modules. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2506400122 chicago: Roychoudhry, Suruchi, Katelyn Sageman-Furnas, Harry J. Taylor, Iftekhar Showpnil, Chris Wolverton, Jiří Friml, Marta Del Bianco, and Stefan Kepinski. “Angle Dependence as a Unifying Feature of Root Graviresponse Modules.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2506400122. ieee: S. Roychoudhry et al., “Angle dependence as a unifying feature of root graviresponse modules,” Proceedings of the National Academy of Sciences, vol. 122, no. 46. National Academy of Sciences, p. e2506400122, 2025. ista: Roychoudhry S, Sageman-Furnas K, Taylor HJ, Showpnil I, Wolverton C, Friml J, Bianco MD, Kepinski S. 2025. Angle dependence as a unifying feature of root graviresponse modules. Proceedings of the National Academy of Sciences. 122(46), e2506400122. mla: Roychoudhry, Suruchi, et al. “Angle Dependence as a Unifying Feature of Root Graviresponse Modules.” Proceedings of the National Academy of Sciences, vol. 122, no. 46, National Academy of Sciences, 2025, p. e2506400122, doi:10.1073/pnas.2506400122. short: S. Roychoudhry, K. Sageman-Furnas, H.J. Taylor, I. Showpnil, C. Wolverton, J. Friml, M.D. Bianco, S. Kepinski, Proceedings of the National Academy of Sciences 122 (2025) e2506400122. date_created: 2025-11-23T23:01:38Z date_published: 2025-11-18T00:00:00Z date_updated: 2026-02-16T12:31:31Z day: '18' ddc: - '580' department: - _id: JiFr doi: 10.1073/pnas.2506400122 external_id: pmid: - '41218119' file: - access_level: open_access checksum: 5e1c37dddc5db8fbd0128db4a54c4f6b content_type: application/pdf creator: dernst date_created: 2025-11-24T09:48:44Z date_updated: 2025-11-24T09:48:44Z file_id: '20676' file_name: 2025_PNAS_Roychoudhry.pdf file_size: 1394055 relation: main_file success: 1 file_date_updated: 2025-11-24T09:48:44Z has_accepted_license: '1' intvolume: ' 122' issue: '46' language: - iso: eng month: '11' oa: 1 oa_version: Published Version page: e2506400122 pmid: 1 publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Angle dependence as a unifying feature of root graviresponse modules tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- OA_place: publisher OA_type: hybrid _id: '20702' abstract: - lang: eng text: Qualitative and quantitative orbital properties such as bonding/antibonding character, localization, and orbital energies are critical to how chemists understand reactivity, catalysis, and excited-state behavior. Despite this, representations of orbitals in deep learning models have been very underdeveloped relative to representations of molecular geometries and Hamiltonians. Here, we apply state-of-the-art equivariant deep learning architectures to the task of assigning global labels to orbitals, namely energies characterizations, given the molecular coefficients from Hartree–Fock or density functional theory. The architecture we have developed, the Cartesian Equivariant Orbital Network (CEONET), shows how molecular orbital coefficients are readily featurized as equivariant node features common to all graph-based machine-learned potentials. We find that CEONET performs well at predicting difficult quantitative labels such as the orbital energy and orbital entropy. Furthermore, we find that the CEONET representation provides an intuitive latent space for differentiating orbital character for the qualitative assignment of e.g. bonding or antibonding character. In addition to providing a useful representation for further integrating deep learning with electronic structure theory, we expect CEONET to be useful for automatizing and interpreting the results of advanced electronic structure methods such as complete active space self-consistent field theory. In particular, the ability of CEONET to infer multireference character via the orbital entropy paves the way toward the machine-learned selection of active spaces. acknowledgement: This work is supported as part of the Catalyst Design for Decarbonization Center, an Energy Frontier Research Center funded by the U.S. Department of Energy, Office of Science, Basic Energy Sciences under award no. DE-SC0023383. We thank the Research Computing Center at the University of Chicago and for access to computational resources. Additionally, this research used the Savio computational cluster resource provided by the Berkeley Research Computing program at the University of California (UC), Berkeley (supported by the UC Berkeley Chancellor, Vice Chancellor for Research, and Chief Information Officer). Furthermore, we thank Matthew Hennefarth and Matt Hermes for useful discussions. article_number: e2510235122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Daniel S. full_name: King, Daniel S. last_name: King - first_name: Daniel full_name: Grzenda, Daniel last_name: Grzenda - first_name: Ray full_name: Zhu, Ray last_name: Zhu - first_name: Nathaniel full_name: Hudson, Nathaniel last_name: Hudson - first_name: Ian full_name: Foster, Ian last_name: Foster - first_name: Bingqing full_name: Cheng, Bingqing id: cbe3cda4-d82c-11eb-8dc7-8ff94289fcc9 last_name: Cheng orcid: 0000-0002-3584-9632 - first_name: Laura full_name: Gagliardi, Laura last_name: Gagliardi citation: ama: King DS, Grzenda D, Zhu R, et al. Cartesian equivariant representations for learning and understanding molecular orbitals. Proceedings of the National Academy of Sciences. 2025;122(48). doi:10.1073/pnas.2510235122 apa: King, D. S., Grzenda, D., Zhu, R., Hudson, N., Foster, I., Cheng, B., & Gagliardi, L. (2025). Cartesian equivariant representations for learning and understanding molecular orbitals. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2510235122 chicago: King, Daniel S., Daniel Grzenda, Ray Zhu, Nathaniel Hudson, Ian Foster, Bingqing Cheng, and Laura Gagliardi. “Cartesian Equivariant Representations for Learning and Understanding Molecular Orbitals.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2510235122. ieee: D. S. King et al., “Cartesian equivariant representations for learning and understanding molecular orbitals,” Proceedings of the National Academy of Sciences, vol. 122, no. 48. National Academy of Sciences, 2025. ista: King DS, Grzenda D, Zhu R, Hudson N, Foster I, Cheng B, Gagliardi L. 2025. Cartesian equivariant representations for learning and understanding molecular orbitals. Proceedings of the National Academy of Sciences. 122(48), e2510235122. mla: King, Daniel S., et al. “Cartesian Equivariant Representations for Learning and Understanding Molecular Orbitals.” Proceedings of the National Academy of Sciences, vol. 122, no. 48, e2510235122, National Academy of Sciences, 2025, doi:10.1073/pnas.2510235122. short: D.S. King, D. Grzenda, R. Zhu, N. Hudson, I. Foster, B. Cheng, L. Gagliardi, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-11-30T23:02:06Z date_published: 2025-12-02T00:00:00Z date_updated: 2026-02-16T12:31:49Z day: '02' ddc: - '540' department: - _id: BiCh doi: 10.1073/pnas.2510235122 external_id: pmid: - '41269783' file: - access_level: open_access checksum: 58051539a884c7a97306fd3afdb539ac content_type: application/pdf creator: dernst date_created: 2025-12-01T08:41:32Z date_updated: 2025-12-01T08:41:32Z file_id: '20719' file_name: 2025_PNAS_King.pdf file_size: 27607870 relation: main_file success: 1 file_date_updated: 2025-12-01T08:41:32Z has_accepted_license: '1' intvolume: ' 122' issue: '48' language: - iso: eng month: '12' oa: 1 oa_version: Published Version pmid: 1 publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - relation: software url: 'https://github.com/GagliardiGroup/CEONet ' scopus_import: '1' status: public title: Cartesian equivariant representations for learning and understanding molecular orbitals tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 5599.52 EUR OA_place: publisher OA_type: hybrid _id: '20727' abstract: - lang: eng text: Acoustic levitation provides a unique method for manipulating small particles as it completely evades effects from gravity, container walls, or physical handling. These advantages make it a tantalizing platform for studying complex phenomena in many-particle systems. In most standing-wave traps, however, particles interact via acoustic scattering forces that cause them to merge into a single dense object. Here, we introduce a complementary approach that combines acoustic levitation with electrostatic charging to assemble, adapt, and activate complex, separated many-particle systems. The key idea is to superimpose electrostatic repulsion on the intrinsic acoustic attraction, rendering a so-called “mermaid” potential where interactions are attractive at short range and repulsive at long range. By controlling the attraction–repulsion balance, we can levitate expanded structures where all particles are separated, collapsed structures where they are in contact, and hybrid ones consisting of both expanded and collapsed components. We find that collapsed and expanded structures are inherently stable, whereas hybrid ones exhibit transient stability governed by acoustically unstable dimers. Furthermore, we show how electrostatics allow us to adapt between configurations on the fly, either by quasistatic discharge or discrete up/down charge steps. Finally, we demonstrate how large structures experience selective energy pumping from the acoustic field—thrusting some particles into motion while others remain stationary—leading to complex dynamics including coupled rotations and oscillations. Our approach establishes a design space beyond acoustic collapse, offering possibilities to study many-particle systems with complex interactions, while suggesting pathways toward scalable integration into materials processing and other applications. acknowledged_ssus: - _id: M-Shop acknowledgement: We thank Dustin Kleckner, Jack-William Barotta, and Daniel M. Harris for insightful discussions. We acknowledge the Miba machine shop at the Institute of Science and Technology Austria for instrumentation support. M.C.H. and C.P.G. acknowledge funding by the Gesellschaft für Forschungsförderung Niederösterreich under project FTI23-G-011. article_processing_charge: Yes (in subscription journal) article_type: original arxiv: 1 author: - first_name: Sue full_name: Shi, Sue id: 5c5b9247-15b2-11ec-abd3-fd958715639c last_name: Shi - first_name: Maximilian full_name: Hübl, Maximilian id: 5eb8629e-15b2-11ec-abd3-e6f3e5e01f32 last_name: Hübl - first_name: Galien M full_name: Grosjean, Galien M id: 0C5FDA4A-9CF6-11E9-8939-FF05E6697425 last_name: Grosjean orcid: 0000-0001-5154-417X - first_name: Carl Peter full_name: Goodrich, Carl Peter id: EB352CD2-F68A-11E9-89C5-A432E6697425 last_name: Goodrich orcid: 0000-0002-1307-5074 - first_name: Scott R full_name: Waitukaitis, Scott R id: 3A1FFC16-F248-11E8-B48F-1D18A9856A87 last_name: Waitukaitis orcid: 0000-0002-2299-3176 citation: ama: Shi S, Hübl M, Grosjean GM, Goodrich CP, Waitukaitis SR. Electrostatics overcome acoustic collapse to assemble, adapt, and activate levitated matter. Proceedings of the National Academy of Sciences. 2025;122(50):e2516865122. doi:10.1073/pnas.2516865122 apa: Shi, S., Hübl, M., Grosjean, G. M., Goodrich, C. P., & Waitukaitis, S. R. (2025). Electrostatics overcome acoustic collapse to assemble, adapt, and activate levitated matter. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2516865122 chicago: Shi, Sue, Maximilian Hübl, Galien M Grosjean, Carl Peter Goodrich, and Scott R Waitukaitis. “Electrostatics Overcome Acoustic Collapse to Assemble, Adapt, and Activate Levitated Matter.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2516865122. ieee: S. Shi, M. Hübl, G. M. Grosjean, C. P. Goodrich, and S. R. Waitukaitis, “Electrostatics overcome acoustic collapse to assemble, adapt, and activate levitated matter,” Proceedings of the National Academy of Sciences, vol. 122, no. 50. National Academy of Sciences, p. e2516865122, 2025. ista: Shi S, Hübl M, Grosjean GM, Goodrich CP, Waitukaitis SR. 2025. Electrostatics overcome acoustic collapse to assemble, adapt, and activate levitated matter. Proceedings of the National Academy of Sciences. 122(50), e2516865122. mla: Shi, Sue, et al. “Electrostatics Overcome Acoustic Collapse to Assemble, Adapt, and Activate Levitated Matter.” Proceedings of the National Academy of Sciences, vol. 122, no. 50, National Academy of Sciences, 2025, p. e2516865122, doi:10.1073/pnas.2516865122. short: S. Shi, M. Hübl, G.M. Grosjean, C.P. Goodrich, S.R. Waitukaitis, Proceedings of the National Academy of Sciences 122 (2025) e2516865122. corr_author: '1' date_created: 2025-12-07T23:02:00Z date_published: 2025-12-16T00:00:00Z date_updated: 2026-05-20T08:41:15Z day: '16' ddc: - '530' department: - _id: ScWa - _id: CaGo doi: 10.1073/pnas.2516865122 external_id: arxiv: - '2507.01739' file: - access_level: open_access checksum: c40dc4c909724b9d1146636612e8821a content_type: application/pdf creator: dernst date_created: 2025-12-09T12:45:53Z date_updated: 2025-12-09T12:45:53Z file_id: '20744' file_name: 2025_PNAS_Shi.pdf file_size: 10621381 relation: main_file success: 1 file_date_updated: 2025-12-09T12:45:53Z has_accepted_license: '1' intvolume: ' 122' issue: '50' language: - iso: eng month: '12' oa: 1 oa_version: Published Version page: e2516865122 project: - _id: 8dd93da8-16d5-11f0-9cad-d2c70200d9a5 grant_number: FTI23-G-011 name: Dynamically reconfigurable self-assembly with triangular DNA-origami bricks publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - description: News on ISTA website relation: press_release url: https://ista.ac.at/en/news/science-is-like-magic-just-real/ record: - id: '20749' relation: research_data status: public scopus_import: '1' status: public title: Electrostatics overcome acoustic collapse to assemble, adapt, and activate levitated matter tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 5651,35 EUR OA_place: publisher OA_type: hybrid PlanS_conform: '1' _id: '20795' abstract: - lang: eng text: The tropical climate variability is characterized by various oscillations across a range of timescales. Oscillations that imprint the tropical mean state are generally attributed to slow processes, such as the seasonal cycle or interannual variability. Here, we identify a pronounced tropics-wide intraseasonal oscillation (TWISO) in satellite observations and reanalyses. This oscillation, with a period of 30 to 60 d, is evident across multiple variables and involves interactions between convection, radiation, surface fluxes, and large-scale circulation. It is primarily manifested as convective perturbations in the tropical Indo-Pacific warm pool accompanied by oscillations in the large-scale tropical overturning circulation. Here, we examine the relationship between TWISO, the Madden–Julian Oscillation (MJO), and the instability of radiative-convective equilibrium. Certain phases of TWISO coincide with specific phases of the MJO, suggesting a potential connection between the two. However, although the MJO can amplify the oscillation amplitude of TWISO, it is not essential for TWISO to occur. Finally, due to its broad manifestation across the tropics, TWISO potentially exerts widespread influence on tropical weather and climate at regional scales. acknowledgement: 'J.B. acknowledges funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant (grant agreement No. 101034413). S.B. acknowledges funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation program (Project Mesoscale organization of tropical convection, grant agreement No 101098063). D.T. acknowledges funding from the Japan Society for the Promotion of Science (JSPS) (Project JSPS Grants-in-Aid for Scientific Research, grant No. JP24K22893). C.M. gratefully acknowledges funding from the ERC under the European Union’s Horizon 2020 research and innovation program (Project organisation of CLoUdS, and implications for Tropical cyclones and for the Energetics of the tropics, in current and in a waRming climate, grant agreement No. 805041). We thank Martin Singh, Steven Sherwood, Bjorn Stevens, and Lokahith Agasthya for helpful discussions. JSPS Core-to-Core Program, “International Core-to-Core Project on Global Storm Resolving Analysis” (Grant Number: JPJSCCA20220001)' article_number: e2511549122 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Jiawei full_name: Bao, Jiawei id: bb9a7399-fefd-11ed-be3c-ae648fd1d160 last_name: Bao - first_name: Sandrine full_name: Bony, Sandrine last_name: Bony - first_name: Daisuke full_name: Takasuka, Daisuke last_name: Takasuka - first_name: Caroline J full_name: Muller, Caroline J id: f978ccb0-3f7f-11eb-b193-b0e2bd13182b last_name: Muller orcid: 0000-0001-5836-5350 citation: ama: Bao J, Bony S, Takasuka D, Muller CJ. Tropics-wide intraseasonal oscillations. Proceedings of the National Academy of Sciences. 2025;122(48). doi:10.1073/pnas.2511549122 apa: Bao, J., Bony, S., Takasuka, D., & Muller, C. J. (2025). Tropics-wide intraseasonal oscillations. Proceedings of the National Academy of Sciences. National Academy of Sciences. https://doi.org/10.1073/pnas.2511549122 chicago: Bao, Jiawei, Sandrine Bony, Daisuke Takasuka, and Caroline J Muller. “Tropics-Wide Intraseasonal Oscillations.” Proceedings of the National Academy of Sciences. National Academy of Sciences, 2025. https://doi.org/10.1073/pnas.2511549122. ieee: J. Bao, S. Bony, D. Takasuka, and C. J. Muller, “Tropics-wide intraseasonal oscillations,” Proceedings of the National Academy of Sciences, vol. 122, no. 48. National Academy of Sciences, 2025. ista: Bao J, Bony S, Takasuka D, Muller CJ. 2025. Tropics-wide intraseasonal oscillations. Proceedings of the National Academy of Sciences. 122(48), e2511549122. mla: Bao, Jiawei, et al. “Tropics-Wide Intraseasonal Oscillations.” Proceedings of the National Academy of Sciences, vol. 122, no. 48, e2511549122, National Academy of Sciences, 2025, doi:10.1073/pnas.2511549122. short: J. Bao, S. Bony, D. Takasuka, C.J. Muller, Proceedings of the National Academy of Sciences 122 (2025). corr_author: '1' date_created: 2025-12-11T10:41:13Z date_published: 2025-12-02T00:00:00Z date_updated: 2026-05-20T08:11:56Z day: '02' ddc: - '550' department: - _id: CaMu doi: 10.1073/pnas.2511549122 ec_funded: 1 external_id: pmid: - '41284872' file: - access_level: open_access checksum: 093a8685170e4a1de9176f68ee449493 content_type: application/pdf creator: dernst date_created: 2025-12-15T09:17:33Z date_updated: 2025-12-15T09:17:33Z file_id: '20822' file_name: 2025_PNAS_Bao.pdf file_size: 30890293 relation: main_file success: 1 file_date_updated: 2025-12-15T09:17:33Z has_accepted_license: '1' intvolume: ' 122' issue: '48' language: - iso: eng month: '12' oa: 1 oa_version: Published Version pmid: 1 project: - _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c call_identifier: H2020 grant_number: '101034413' name: 'IST-BRIDGE: International postdoctoral program' - _id: 629205d8-2b32-11ec-9570-e1356ff73576 call_identifier: H2020 grant_number: '805041' name: Organization of CLoUdS, and implications of Tropical cyclones and for the Energetics of the tropics, in current and waRming climate publication: Proceedings of the National Academy of Sciences publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' related_material: link: - description: News on ISTA website relation: press_release url: https://ista.ac.at/en/news/hidden-in-plain-sight/ scopus_import: '1' status: public title: Tropics-wide intraseasonal oscillations tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 122 year: '2025' ... --- APC_amount: 3040,36 EUR OA_place: publisher OA_type: hybrid _id: '14478' abstract: - lang: eng text: Entire chromosomes are typically only transmitted vertically from one generation to the next. The horizontal transfer of such chromosomes has long been considered improbable, yet gained recent support in several pathogenic fungi where it may affect the fitness or host specificity. To date, it is unknown how these transfers occur, how common they are and whether they can occur between different species. In this study, we show multiple independent instances of horizontal transfers of the same accessory chromosome between two distinct strains of the asexual entomopathogenic fungusMetarhizium robertsiiduring experimental co-infection of its insect host, the Argentine ant. Notably, only the one chromosome – but no other – was transferred from the donor to the recipient strain. The recipient strain, now harboring the accessory chromosome, exhibited a competitive advantage under certain host conditions. By phylogenetic analysis we further demonstrate that the same accessory chromosome was horizontally transferred in a natural environment betweenM. robertsiiand another congeneric insect pathogen,M. guizhouense. Hence horizontal chromosome transfer is not limited to the observed frequent events within species during experimental infections but also occurs naturally across species. The transferred accessory chromosome contains genes that might be involved in its preferential horizontal transfer, encoding putative histones and histone-modifying enzymes, but also putative virulence factors that may support its establishment. Our study reveals that both intra- and interspecies horizontal transfer of entire chromosomes is more frequent than previously assumed, likely representing a not uncommon mechanism for gene exchange.Significance StatementThe enormous success of bacterial pathogens has been attributed to their ability to exchange genetic material between one another. Similarly, in eukaryotes, horizontal transfer of genetic material allowed the spread of virulence factors across species. The horizontal transfer of whole chromosomes could be an important pathway for such exchange of genetic material, but little is known about the origin of transferable chromosomes and how frequently they are exchanged. Here, we show that the transfer of accessory chromosomes - chromosomes that are non-essential but may provide fitness benefits - is common during fungal co-infections and is even possible between distant pathogenic species, highlighting the importance of horizontal gene transfer via chromosome transfer also for the evolution and function of eukaryotic pathogens. acknowledgement: We thank Bernhardt Steinwender, Jorgen Eilenberg, and Nicolai V. Meyling for the fungal strains. We further thank Chengshu Wang for providing the short sequencing reads for M. guizhouense ARESF977 he used for his published genome assembly, and Kristian Ullrich for help in the bioinformatics analysis for methylation pattern in Nanopore reads, and the VBC and the Max Planck Society for the use of their sequencing centers. We thank Barbara Milutinović and Hinrich Schulenburg for discussion, and Tal Dagan and Jens Rolff for comments on a previous version of the manuscript. Fig. 1A was created with BioRender.com. This study received funding by the European Research Council under the European Union’s Horizon 2020 Research and Innovation Programme (No. 771402; EPIDEMICSonCHIP) to S.C. and by the German Research Foundation (DFG grant HA9263/1-1) to M.H. article_number: e2316284121 article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Michael full_name: Habig, Michael last_name: Habig - first_name: Anna V full_name: Grasse, Anna V id: 406F989C-F248-11E8-B48F-1D18A9856A87 last_name: Grasse - first_name: Judith full_name: Müller, Judith last_name: Müller - first_name: Eva H. full_name: Stukenbrock, Eva H. last_name: Stukenbrock - first_name: Hanna full_name: Leitner, Hanna id: 8fc5c6f6-5903-11ec-abad-c83f046253e7 last_name: Leitner - first_name: Sylvia full_name: Cremer, Sylvia id: 2F64EC8C-F248-11E8-B48F-1D18A9856A87 last_name: Cremer orcid: 0000-0002-2193-3868 citation: ama: Habig M, Grasse AV, Müller J, Stukenbrock EH, Leitner H, Cremer S. Frequent horizontal chromosome transfer between asexual fungal insect pathogens. Proceedings of the National Academy of Sciences of the United States of America. 2024;121(11). doi:10.1073/pnas.2316284121 apa: Habig, M., Grasse, A. V., Müller, J., Stukenbrock, E. H., Leitner, H., & Cremer, S. (2024). Frequent horizontal chromosome transfer between asexual fungal insect pathogens. Proceedings of the National Academy of Sciences of the United States of America. National Academy of Sciences. https://doi.org/10.1073/pnas.2316284121 chicago: Habig, Michael, Anna V Grasse, Judith Müller, Eva H. Stukenbrock, Hanna Leitner, and Sylvia Cremer. “Frequent Horizontal Chromosome Transfer between Asexual Fungal Insect Pathogens.” Proceedings of the National Academy of Sciences of the United States of America. National Academy of Sciences, 2024. https://doi.org/10.1073/pnas.2316284121. ieee: M. Habig, A. V. Grasse, J. Müller, E. H. Stukenbrock, H. Leitner, and S. Cremer, “Frequent horizontal chromosome transfer between asexual fungal insect pathogens,” Proceedings of the National Academy of Sciences of the United States of America, vol. 121, no. 11. National Academy of Sciences, 2024. ista: Habig M, Grasse AV, Müller J, Stukenbrock EH, Leitner H, Cremer S. 2024. Frequent horizontal chromosome transfer between asexual fungal insect pathogens. Proceedings of the National Academy of Sciences of the United States of America. 121(11), e2316284121. mla: Habig, Michael, et al. “Frequent Horizontal Chromosome Transfer between Asexual Fungal Insect Pathogens.” Proceedings of the National Academy of Sciences of the United States of America, vol. 121, no. 11, e2316284121, National Academy of Sciences, 2024, doi:10.1073/pnas.2316284121. short: M. Habig, A.V. Grasse, J. Müller, E.H. Stukenbrock, H. Leitner, S. Cremer, Proceedings of the National Academy of Sciences of the United States of America 121 (2024). corr_author: '1' date_created: 2023-10-31T13:30:00Z date_published: 2024-03-12T00:00:00Z date_updated: 2025-08-05T13:30:51Z day: '12' ddc: - '570' department: - _id: SyCr doi: 10.1073/pnas.2316284121 ec_funded: 1 external_id: isi: - '001207630200005' pmid: - '38442176' file: - access_level: open_access checksum: f5e871db617b682edc71fcd08670dc81 content_type: application/pdf creator: dernst date_created: 2024-03-19T09:02:57Z date_updated: 2024-03-19T09:02:57Z file_id: '15124' file_name: 2024_PNAS_Habig.pdf file_size: 5750361 relation: main_file success: 1 file_date_updated: 2024-03-19T09:02:57Z has_accepted_license: '1' intvolume: ' 121' isi: 1 issue: '11' language: - iso: eng month: '03' oa: 1 oa_version: Published Version pmid: 1 project: - _id: 2649B4DE-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '771402' name: Epidemics in ant societies on a chip publication: Proceedings of the National Academy of Sciences of the United States of America publication_identifier: eissn: - 1091-6490 issn: - 0027-8424 publication_status: published publisher: National Academy of Sciences quality_controlled: '1' scopus_import: '1' status: public title: Frequent horizontal chromosome transfer between asexual fungal insect pathogens tmp: image: /images/cc_by_nc_nd.png legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) short: CC BY-NC-ND (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 121 year: '2024' ...