Negin Bolourchi, Christopher R. P. Brown, Andrew D. Letten, Jan Engelstädter
{"title":"Evolution and evolvability of rifampicin resistance across the bacterial tree of life","authors":"Negin Bolourchi, Christopher R. P. Brown, Andrew D. Letten, Jan Engelstädter","doi":"10.1073/pnas.2424307122","DOIUrl":"https://doi.org/10.1073/pnas.2424307122","url":null,"abstract":"Predicting the ability of bacteria to develop antibiotic resistance is challenging, especially for the vast majority of species for which no experimental data are available. Here, we investigated the evolvability and intrinsic presence of rifampicin resistance across the bacterial tree of life. We compiled a comprehensive panel of known rifampicin resistance mutations, comprising 57 amino acid substitutions within the gene <jats:italic toggle=\"yes\">rpoB</jats:italic> . We then screened more than 18,000 genomes from all major bacterial groups for the presence of those mutations and determined which mutations can evolve through point mutations. Our results demonstrate that although the evolvability of individual mutations varies considerably across species, overall predicted evolvability is high and relatively homogeneous across bacterial taxa. Rifampicin resistance mutations are present intrinsically in 8% of species that tend to be phylogenetically clustered. Our analysis provides a global picture of the mutational landscape of rifampicin resistance, affording insight into existing observations and informing future discoveries such as the identification of probiotics.","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"26 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144747328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Walter Laurito, Benjamin Davis, Peli Grietzer, Tomáš Gavenčiak, Ada Böhm, Jan Kulveit
{"title":"AI–AI bias: Large language models favor communications generated by large language models","authors":"Walter Laurito, Benjamin Davis, Peli Grietzer, Tomáš Gavenčiak, Ada Böhm, Jan Kulveit","doi":"10.1073/pnas.2415697122","DOIUrl":"https://doi.org/10.1073/pnas.2415697122","url":null,"abstract":"Are large language models (LLMs) biased in favor of communications produced by LLMs, leading to possible antihuman discrimination? Using a classical experimental design inspired by employment discrimination studies, we tested widely used LLMs, including GPT-3.5, GPT-4 and a selection of recent open-weight models in binary choice scenarios. These involved LLM-based assistants selecting between goods (the goods we study include consumer products, academic papers, and film-viewings) described either by humans or LLMs. Our results show a consistent tendency for LLM-based AIs to prefer LLM-presented options. This suggests the possibility of future AI systems implicitly discriminating against humans as a class, giving AI agents and AI-assisted humans an unfair advantage.","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"712 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144737164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Avery Roberts, Benjamin A Adler, Brady F Cress, Jennifer A Doudna, Rodolphe Barrangou
{"title":"Phage-based delivery of CRISPR-associated transposases for targeted bacterial editing.","authors":"Avery Roberts, Benjamin A Adler, Brady F Cress, Jennifer A Doudna, Rodolphe Barrangou","doi":"10.1073/pnas.2504853122","DOIUrl":"https://doi.org/10.1073/pnas.2504853122","url":null,"abstract":"<p><p>Phage λ, a well-characterized temperate phage, has been recently leveraged for bacterial genome editing by selectively delivering base editors into targeted bacterial species. We extend this concept by engineering phage λ to deliver CRISPR-guided transposases, accomplishing large insertions and targeted gene disruptions. To achieve this, we engineered phage λ using homologous recombination paired with Cas13a-based counterselection for precise phage modifications. Initially, we established the utility of Cas13a in phage λ by conducting minimal recoding edits, deletions, and insertions. Subsequently, we scaled up the engineering to embed the comprehensive DNA-editing CRISPR-Cas transposase (DART) system within the phage genome, creating λ-DART phages. These modified λ-DART phages were then employed to infect <i>Escherichia coli</i>, generating CRISPR RNA-guided transposition events in the host genome. Applying our engineered λ-DART phages to monocultures and a mixed bacterial community comprising three genera led to efficient, precise, and specific gene knockouts and insertions in the targeted <i>E. coli</i> cells, achieving editing efficiencies surpassing 50% of the population. This research enhances phage-mediated genome editing by enabling efficient in situ gene integrations in bacteria, offering an avenue for further application in microbial community contexts. This scalable method enables flexible microbial genome editing in situ to manipulate the function and composition of diverse ecosystems.</p>","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"122 30","pages":"e2504853122"},"PeriodicalIF":9.4,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144715178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gony Dvir, Zenan Xing, Irina Beldman, Andrés Rivera, Ian Wheeldon, Sean R. Cutler
{"title":"Synthesis of large single-transcript pathways from oligonucleotide pools: Design of STARBURST, an autobioluminescent reporter","authors":"Gony Dvir, Zenan Xing, Irina Beldman, Andrés Rivera, Ian Wheeldon, Sean R. Cutler","doi":"10.1073/pnas.2508109122","DOIUrl":"https://doi.org/10.1073/pnas.2508109122","url":null,"abstract":"Methods for fast and inexpensive gene synthesis from oligonucleotide pools enable rapid iteration of genetic designs. Here, we describe <jats:italic toggle=\"yes\">iggypop</jats:italic> (indexed Golden Gate gene assembly from PCR-amplified oligonucleotide pools), a simple computational–experimental pipeline that allows for low-cost design and synthesis of hundreds of genes from oligonucleotide pools using Golden Gate assembly methods. We used <jats:italic toggle=\"yes\">iggypop</jats:italic> to synthesize a series of single-transcript autonomously bioluminescent reporters (STARBURSTs) that link the five genes of a fungal bioluminescence pathway via ribosomal skipping LP4/2A sequences into a 9.5 kb transcript that function in planta. We also synthesized RUBY reporters (a reporter gene system producing red betalain pigment) recoded to match dicot codon usage, as RUBY was codon optimized for rice codon usage and has a high GC content. Surprisingly, the recoded RUBYs substantially reduced betalain production in transient <jats:italic toggle=\"yes\"> <jats:italic toggle=\"yes\">Nicotiana</jats:italic> benthamiana </jats:italic> assays. Based on this observation, we synthesized six GC-boosted STARBURSTs, which produced robust luminescence in both transient assays and transgenic <jats:italic toggle=\"yes\">Arabidopsis</jats:italic> plants. Thus, <jats:italic toggle=\"yes\">iggypop</jats:italic> enabled the rapid synthesis of multiple genetic designs to deliver a bright single transcript autobioluminescent reporter. <jats:italic toggle=\"yes\">Iggypop</jats:italic> should enable the facile synthesis and optimization of new genetic parts and complex polycistronic pathways.","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"1 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144737046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"In This Issue.","authors":"","doi":"10.1073/iti3025122","DOIUrl":"10.1073/iti3025122","url":null,"abstract":"","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"122 30","pages":"eiti3025122"},"PeriodicalIF":9.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144732887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Bivalent interaction through an intrinsically disordered linker promotes transcription activation complex assembly in Notch signaling.","authors":"Cyril Cook, Kristen M Ramsey, Doug Barrick","doi":"10.1073/pnas.2501607122","DOIUrl":"https://doi.org/10.1073/pnas.2501607122","url":null,"abstract":"<p><p>The Notch signaling pathway regulates cellular differentiation by activating transcription through an unusual heterotrimeric complex comprising the Notch receptor's intracellular domain (NICD), the DNA-binding protein CSL, and the coactivator MAML. NICD has two binding sites for CSL, a short motif in the RAM region and an ankyrin domain (ANK), connected by an intrinsically disordered linker and which form a bivalent ternary complex with CSL and MAML. Although bivalency is required for maximal transcription activation, the energetic contributions of bivalency and heterotrimer formation within this essential complex are unknown. To elucidate the energetics of bivalency, we first determine the free energy of the CSL-ANK-MAML heterotrimer, using isothermal titration calorimetry and developing an obligate heterotrimer model to analyze the data. By comparing this heterotrimerization reaction with binding reactions involving different regions of RAMANK, we determine the energetic contribution of bivalency to heterotrimer assembly. We show that bivalency through the disordered linker increases the effective concentration of ANK, and that the bivalent interaction enhances occupancy of RAM and ANK at their binding sites on CSL by about three orders of magnitude. By redefining the standard state to a lower, more physiological protein concentration, we reveal the importance of the RAMANK intrinsically disordered linker for assembly of the Notch transcription activation complex. This work provides a framework whereby the energetic contributions of intrinsically disordered linkers to higher-order multivalent assembly may be analyzed.</p>","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"122 30","pages":"e2501607122"},"PeriodicalIF":9.4,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144715175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Caroline A. Cypranowska, Maya Feldthouse, Yoon Gi Choi, Dariya Bakshinska, Rachel Li, Zachary L. Newman, Ehud Y. Isacoff
{"title":"Deficiency in transmitter release triggers homeostatic transcriptional changes that increase presynaptic excitability","authors":"Caroline A. Cypranowska, Maya Feldthouse, Yoon Gi Choi, Dariya Bakshinska, Rachel Li, Zachary L. Newman, Ehud Y. Isacoff","doi":"10.1073/pnas.2322714122","DOIUrl":"https://doi.org/10.1073/pnas.2322714122","url":null,"abstract":"Weakening of synaptic transmission at the <jats:italic toggle=\"yes\">Drosophila</jats:italic> larval neuromuscular junction triggers two forms of homeostatic compensation, one that increases the probability of glutamate release per action potential ( <jats:italic toggle=\"yes\"> P <jats:sub>r</jats:sub> </jats:italic> ) and another that increases motoneuron (MN) activity. We investigated the molecular changes in MNs that underlie the increase in MN activity. RNA sequencing (RNA-seq) analysis on MNs whose glutamate release is weakened by knockdown of components of the MN transmitter release machinery reveals a reduction in expression of a group of genes that encode potassium channels and their positive modulators. These results identify a mechanism of compensation for weakened synaptic transmission by MNs, which engages a transcriptional program in those cells to increase firing and, thereby, ensure sufficient locomotory drive.","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"6 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144737040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Seung Kuk Park, Mo Guo, Jennifer L. Stamos, Wantae Kim, Sidae Lee, Y. Jessie Zhang, Alan M. Lambowitz
{"title":"Structural basis for the evolution of a domesticated group II intron–like reverse transcriptase to function in host cell DNA repair","authors":"Seung Kuk Park, Mo Guo, Jennifer L. Stamos, Wantae Kim, Sidae Lee, Y. Jessie Zhang, Alan M. Lambowitz","doi":"10.1073/pnas.2504208122","DOIUrl":"https://doi.org/10.1073/pnas.2504208122","url":null,"abstract":"A previous study found that a bacterial group II intron–like reverse transcriptase (G2L4 RT) evolved to function in double-strand break repair (DSBR) via microhomology-mediated end-joining (MMEJ) and that a mobile group II intron-encoded RT has a basal DSBR activity that uses conserved structural features of non-long terminal repeat (non-LTR)-retroelement RTs. Here, we determined G2L4 RT apoenzyme and snap-back DNA synthesis structures revealing unique structural adaptations that optimized its cellular function in DSBR. These included an RT3a structure that stabilizes the apoenzyme in an inactive conformation until encountering a DNA substrate; a longer N-terminal extension/RT0-loop with conserved residues that together with a modified active site favors strand annealing; and a conserved dimer interface that localizes G2L4 RT homodimers to DSBR sites with both monomers positioned for MMEJ. Our findings reveal how an RT can function in DNA repair and suggest ways of optimizing related RTs for genome engineering applications.","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"13 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144737043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Johnny A Z Rockenbach, Guilherme P F Nader, Susumu Antoku, Gregg G Gundersen
{"title":"The kinesin KIF3AC recycles endocytosed integrin to polarize new adhesion formation toward the leading edge.","authors":"Johnny A Z Rockenbach, Guilherme P F Nader, Susumu Antoku, Gregg G Gundersen","doi":"10.1073/pnas.2513776122","DOIUrl":"10.1073/pnas.2513776122","url":null,"abstract":"<p><p>The recycling of integrin endocytosed during focal adhesion (FA) disassembly is critical for cell migration and contributes to the polarized formation of new FAs toward the leading edge. How this occurs is unclear. Here, we sought to identify the kinesin motor protein(s) that is involved in recycling endocytosed integrin back to the plasma membrane. We show that the kinesin-2 heterodimer, KIF3AC, and the Rab11 adaptor protein Rab coupling protein (RCP) are required for FA reformation after the disassembly of FAs in mouse and human fibroblasts. In the absence of KIF3AC, integrin does not return to the cell surface after FA disassembly and is found in the Rab11 endocytic recycling compartment. Biochemical pulldowns revealed that KIF3C associated with β1 integrin in an RCP-dependent fashion, but only after FA disassembly. KIF3AC knockdown inhibited cell migration, trafficking of RCP toward the leading edge, and polarized formation of FAs at the leading edge. These results show that KIF3AC promotes cell migration by recycling integrin so that it generates new FAs in a polarized fashion.</p>","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"122 30","pages":"e2513776122"},"PeriodicalIF":9.1,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144699278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shu Kanno, Kenji Sugisaki, Hajime Nakamura, Hiroshi Yamauchi, Rei Sakuma, Takao Kobayashi, Qi Gao, Naoki Yamamoto
{"title":"Tensor-based quantum phase difference estimation for large-scale demonstration.","authors":"Shu Kanno, Kenji Sugisaki, Hajime Nakamura, Hiroshi Yamauchi, Rei Sakuma, Takao Kobayashi, Qi Gao, Naoki Yamamoto","doi":"10.1073/pnas.2425026122","DOIUrl":"10.1073/pnas.2425026122","url":null,"abstract":"<p><p>We develop an energy calculation algorithm leveraging quantum phase difference estimation (QPDE) scheme and a tensor-network-based unitary compression method in the preparation of superposition states and time-evolution gates. Alongside its efficient implementation, this algorithm reduces depolarization noise affections exponentially. We demonstrated energy gap calculations for one-dimensional Hubbard models on IBM superconducting devices using circuits up to 32-system (plus one-ancilla) qubits, a five-fold increase over previous Quantum phase estimation (QPE) demonstrations, at the 7242 controlled-Z gate level of standard transpilation, utilizing a Q-CTRL error suppression module. Additionally, we propose a technique toward molecular executions using spatial orbital localization and index sorting, verified linear polyene simulations up to 21 qubits. Since QPDE can handle the same objectives as QPE, our algorithm represents a leap forward in quantum computing on real devices.</p>","PeriodicalId":20548,"journal":{"name":"Proceedings of the National Academy of Sciences of the United States of America","volume":"122 30","pages":"e2425026122"},"PeriodicalIF":9.4,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144699277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}