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  • 1
    In: Nature, Springer Science and Business Media LLC, Vol. 464, No. 7286 ( 2010-3), p. 250-255
    Type of Medium: Online Resource
    ISSN: 0028-0836 , 1476-4687
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2010
    detail.hit.zdb_id: 120714-3
    detail.hit.zdb_id: 1413423-8
    SSG: 11
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  • 2
    In: Nature, Springer Science and Business Media LLC, Vol. 594, No. 7862 ( 2021-06-10), p. 265-270
    Abstract: Fast and reliable detection of patients with severe and heterogeneous illnesses is a major goal of precision medicine 1,2 . Patients with leukaemia can be identified using machine learning on the basis of their blood transcriptomes 3 . However, there is an increasing divide between what is technically possible and what is allowed, because of privacy legislation 4,5 . Here, to facilitate the integration of any medical data from any data owner worldwide without violating privacy laws, we introduce Swarm Learning—a decentralized machine-learning approach that unites edge computing, blockchain-based peer-to-peer networking and coordination while maintaining confidentiality without the need for a central coordinator, thereby going beyond federated learning. To illustrate the feasibility of using Swarm Learning to develop disease classifiers using distributed data, we chose four use cases of heterogeneous diseases (COVID-19, tuberculosis, leukaemia and lung pathologies). With more than 16,400 blood transcriptomes derived from 127 clinical studies with non-uniform distributions of cases and controls and substantial study biases, as well as more than 95,000 chest X-ray images, we show that Swarm Learning classifiers outperform those developed at individual sites. In addition, Swarm Learning completely fulfils local confidentiality regulations by design. We believe that this approach will notably accelerate the introduction of precision medicine.
    Type of Medium: Online Resource
    ISSN: 0028-0836 , 1476-4687
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2021
    detail.hit.zdb_id: 120714-3
    detail.hit.zdb_id: 1413423-8
    SSG: 11
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  • 3
    Online Resource
    Online Resource
    Springer Science and Business Media LLC ; 2018
    In:  Nature Vol. 554, No. 7693 ( 2018-2), p. 423-423
    In: Nature, Springer Science and Business Media LLC, Vol. 554, No. 7693 ( 2018-2), p. 423-423
    Type of Medium: Online Resource
    ISSN: 0028-0836 , 1476-4687
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2018
    detail.hit.zdb_id: 120714-3
    detail.hit.zdb_id: 1413423-8
    SSG: 11
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  • 4
    In: Nature, Springer Science and Business Media LLC, Vol. 471, No. 7340 ( 2011-3), p. 602-607
    Type of Medium: Online Resource
    ISSN: 0028-0836 , 1476-4687
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2011
    detail.hit.zdb_id: 120714-3
    detail.hit.zdb_id: 1413423-8
    SSG: 11
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  • 5
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2022
    In:  Proceedings of the National Academy of Sciences Vol. 119, No. 40 ( 2022-10-04)
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 119, No. 40 ( 2022-10-04)
    Abstract: Fusobacterium nucleatum , long known as a common oral microbe, has recently garnered attention for its ability to colonize tissues and tumors elsewhere in the human body. Clinical and epidemiological research has now firmly established F. nucleatum as an oncomicrobe associated with several major cancer types. However, with the current research focus on host associations, little is known about gene regulation in F. nucleatum itself, including global stress-response pathways that typically ensure the survival of bacteria outside their primary niche. This is due to the phylogenetic distance of Fusobacteriota to most model bacteria, their limited genetic tractability, and paucity of known gene functions. Here, we characterize a global transcriptional stress-response network governed by the extracytoplasmic function sigma factor, σ E . To this aim, we developed several genetic tools for this anaerobic bacterium, including four different fluorescent marker proteins, inducible gene expression, scarless gene deletion, and transcriptional and translational reporter systems. Using these tools, we identified a σ E response partly reminiscent of phylogenetically distant Proteobacteria but induced by exposure to oxygen. Although F. nucleatum lacks canonical RNA chaperones, such as Hfq, we uncovered conservation of the noncoding arm of the σ E response in form of the noncoding RNA FoxI. This regulatory small RNA acts as an mRNA repressor of several membrane proteins, thereby supporting the function of σ E . In addition to the characterization of a global stress response in F. nucleatum , the genetic tools developed here will enable further discoveries and dissection of regulatory networks in this early-branching bacterium.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2022
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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  • 6
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2012
    In:  Proceedings of the National Academy of Sciences Vol. 109, No. 13 ( 2012-03-27)
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 109, No. 13 ( 2012-03-27)
    Abstract: Our current search for Hfq-dependent sRNAs in Salmonella has identified ∼130 validated candidates, most of which are likely to perform regulatory functions. Because we are just beginning to understand the complex interplay between core genomic elements and HGT-acquired genes ( 5 ), we believe that additional studies will reveal a greater role than previously expected for sRNA-mediated regulation in the acquisition and control of virulence determinants. This role should be the case in both Salmonella and other bacterial pathogens. The binding energies (i.e., the strength of molecular interactions) of the SgrS– sopD and SgrS– sopD2 duplexes were calculated; these energies indicated that G-U conferred a lower stability interaction compared with G-C that was decreased by ∼1.2 kcal/mol. How can such a marginal difference in RNA duplex strength confer selective target discrimination? By generating a number of SgrS mutant alleles, we found that the positioning of G-C vs. G-U base pairing is critical for successful target discrimination. The proximal end of the sRNA that is responsible for RNA duplex formation, the so-called seed-sequence, identifies genuine target mRNAs by the strength and accuracy of base pairing. A characteristic of HGT genes is that they are more likely to undergo duplication than so-called core genes. Gene duplication is a well-studied phenomenon accelerating evolutionary change in bacterial pathogens ( 4 ). For example, the sopD gene has been duplicated to generate sopD2 throughout the S. enterica species, except in the ancestral S. bongori ( 1 ). A bioinformatic comparison of the sopD and sopD2 sequences showed that the SgrS targeting region is well-conserved between both genes; in other words, the component sequences do not change greatly. However, our experiments showed that SgrS negatively regulated the expression of sopD but not sopD2 . That is, SgrS discriminates between these two potential target mRNAs. This finding led us to discover that the SgrS– sopD2 interaction differed slightly from the original SgrS– sopD RNA duplex because of the exchange of just one of the component base pairs: a G-U for G-C exchange is responsible for this short interaction ( Fig. P1 ). G-C base pairs engage three hydrogen bonds instead of the two formed by G-U base pairs, and therefore, they confer a higher degree of stability on the RNA duplex. Indeed, the replacement of the G-U base pair with G-C in the SgrS– sopD2 interaction produced a fully functional SgrS target gene that displayed a regulatory pattern similar to sopD . Such differential stability allows the sRNA to discriminate between its targets. We reproduced target discrimination between sopD vs. sopD2 in vitro using both the full-length SgrS molecule and a 14-nt RNA corresponding to the targeting region of SgrS. Importantly, we discovered that, in addition to preventing the accumulation of phosphorylated sugars by blocking sugar import, SgrS reduces the expression of the horizontally acquired gene that encodes the virulence factor SopD ( Fig. P1 ). SgrS does this reduction by binding to the mRNA molecule associated with the sopD gene. The suppressive activity of SgrS requires the Hfq protein, which acts as an RNA chaperone, maintains sRNA stability, and facilitates the joining or annealing of the sRNA to its target mRNA ( 3 ). SgrS reduces SopD expression under both infection-relevant and standard laboratory conditions. Furthermore, our genetic and biochemical analyses of the resultant RNA duplex formation revealed that SgrS binding sequesters the sopD start codon to block the initiation of the translation process. To our knowledge, it has not previously been shown that Hfq-binding sRNAs can control the expression of horizontally acquired virulence factors. Salmonella and E. coli not only share many regulatory proteins but also share several highly conserved sRNAs. These so-called core sRNAs often serve a central function in bacterial metabolism or the response to environmental stress, and they control target genes that cluster into distinct functional groups. A good example is the SgrS sRNA that prevents the accumulation of phosphorylated sugars in E. coli ( 2 ). In this study, we showed that SgrS performs a similar function in Salmonella . Small noncoding RNAs (sRNAs) constitute a vital group of so-called posttranscriptional regulators that shape the gene expression of eukaryotic and prokaryotic organisms. In bacteria, sRNAs generally act through base pairing to reduce or increase the translation of target mRNAs into protein. Most of our current knowledge of sRNA numbers and functions stems from two species, Escherichia coli and Salmonella enterica serovar Typhimurium. Both organisms display a high degree of sequence conservation across about three-quarters of the chromosome that constitutes their core genome. An additional ∼25% of Salmonella genes were acquired by horizontal gene transfer (HGT)—a mechanism by which genes move between organisms—and are required for the virulent lifestyle of this pathogen ( 1 ). Little is known about interactions between the core genome and these horizontally acquired genomic islands at the regulatory level. We have found that posttranscriptional control by sRNA regulators plays an important role.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2012
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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  • 7
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2009
    In:  Proceedings of the National Academy of Sciences Vol. 106, No. 51 ( 2009-12-22), p. 21878-21882
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 106, No. 51 ( 2009-12-22), p. 21878-21882
    Abstract: Methanosarcina mazei and related mesophilic archaea are the only organisms fermenting acetate, methylamines, and methanol to methane and carbon dioxide, contributing significantly to greenhouse gas production. The biochemistry of these metabolic processes is well studied, and genome sequences are available, yet little is known about the overall transcriptional organization and the noncoding regions representing 25% of the 4.01-Mb genome of M. mazei . We present a genome-wide analysis of transcription start sites (TSS) in M. mazei grown under different nitrogen availabilities. Pyrosequencing-based differential analysis of primary vs. processed 5′ ends of transcripts discovered 876 TSS across the M. mazei genome. Unlike in other archaea, in which leaderless mRNAs are prevalent, the majority of the detected mRNAs in M. mazei carry long untranslated 5′ regions. Our experimental data predict a total of 208 small RNA (sRNA) candidates, mostly from intergenic regions but also antisense to 5′ and 3′ regions of mRNAs. In addition, 40 new small mRNAs with ORFs of ≤30 aa were identified, some of which might have dual functions as mRNA and regulatory sRNA. We confirmed differential expression of several sRNA genes in response to nitrogen availability. Inspection of their promoter regions revealed a unique conserved sequence motif associated with nitrogen-responsive regulation, which might serve as a regulator binding site upstream of the common IIB recognition element. Strikingly, several sRNAs antisense to mRNAs encoding transposases indicate nitrogen-dependent transposition events. This global TSS map in archaea will facilitate a better understanding of transcriptional and posttranscriptional control in the third domain of life.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2009
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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  • 8
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2010
    In:  Proceedings of the National Academy of Sciences Vol. 107, No. 47 ( 2010-11-23), p. 20435-20440
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 107, No. 47 ( 2010-11-23), p. 20435-20440
    Abstract: The abundant class of bacterial Hfq-associated small regulatory RNAs (sRNAs) parallels animal microRNAs in their ability to control multiple genes at the posttranscriptional level by short and imperfect base pairing. In contrast to the universal length and seed pairing mechanism of microRNAs, the sRNAs are heterogeneous in size and structure, and how they regulate multiple targets is not well understood. This paper provides evidence that a 5′ located sRNA domain is a critical element for the control of a large posttranscriptional regulon. We show that the conserved 5′ end of RybB sRNA recognizes multiple mRNAs of Salmonella outer membrane proteins by ≥7-bp Watson–Crick pairing. When fused to an unrelated sRNA, the 5′ domain is sufficient to guide target mRNA degradation and maintain σ E -dependent envelope homeostasis. RybB sites in mRNAs are often conserved and flanked by 3′ adenosine. They are found in a wide sequence window ranging from the upstream untranslated region to the deep coding sequence, indicating that some targets might be repressed at the level of translation, whereas others are repressed primarily by mRNA destabilization. Autonomous 5′ domains seem more common in sRNAs than appreciated and might improve the design of synthetic RNA regulators.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2010
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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  • 9
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2016
    In:  Proceedings of the National Academy of Sciences Vol. 113, No. 41 ( 2016-10-11), p. 11591-11596
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 113, No. 41 ( 2016-10-11), p. 11591-11596
    Abstract: The functional annotation of transcriptomes and identification of noncoding RNA (ncRNA) classes has been greatly facilitated by the advent of next-generation RNA sequencing which, by reading the nucleotide order of transcripts, theoretically allows the rapid profiling of all transcripts in a cell. However, primary sequence per se is a poor predictor of function, as ncRNAs dramatically vary in length and structure and often lack identifiable motifs. Therefore, to visualize an informative RNA landscape of organisms with potentially new RNA biology that are emerging from microbiome and environmental studies requires the use of more functionally relevant criteria. One such criterion is the association of RNAs with functionally important cognate RNA-binding proteins. Here we analyze the full ensemble of cellular RNAs using gradient profiling by sequencing (Grad-seq) in the bacterial pathogen Salmonella enterica , partitioning its coding and noncoding transcripts based on their network of RNA–protein interactions. In addition to capturing established RNA classes based on their biochemical profiles, the Grad-seq approach enabled the discovery of an overlooked large collective of structured small RNAs that form stable complexes with the conserved protein ProQ. We show that ProQ is an abundant RNA-binding protein with a wide range of ligands and a global influence on Salmonella gene expression. Given its generic ability to chart a functional RNA landscape irrespective of transcript length and sequence diversity, Grad-seq promises to define functional RNA classes and major RNA-binding proteins in both model species and genetically intractable organisms.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2016
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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  • 10
    Online Resource
    Online Resource
    Proceedings of the National Academy of Sciences ; 2007
    In:  Proceedings of the National Academy of Sciences Vol. 104, No. 39 ( 2007-09-25), p. 15376-15381
    In: Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, Vol. 104, No. 39 ( 2007-09-25), p. 15376-15381
    Abstract: Gab1 is a multiadaptor protein that has been shown to be required for multiple processes in embryonic development and oncogenic transformation. Gab1 functions by amplifying signal transduction downstream of various receptor tyrosine kinases through recruitment of multiple signaling effectors, including phosphatidylinositol 3-kinase and Shp2. Until now, the functional significance of individual interactions in vivo was not known. Here we have generated knockin mice that carry point mutations in either the P13K or Shp2 binding sites of Gab1. We show that different effector interactions with Gab1 play distinct biological roles downstream of Gab1 during the development of different organs. Recruitment of phosphatidylinositol 3-kinase by Gab1 is essential for EGF receptor-mediated embryonic eyelid closure and keratinocyte migration, and the Gab1–Shp2 interaction is crucial for Met receptor-directed placental development and muscle progenitor cell migration to the limbs. Furthermore, we investigate the dual association of Gab1 with the Met receptor. By analyzing knockin mice with mutations in the Grb2 or Met binding site of Gab1, we show that the requirements for Gab1 recruitment to Met varies in different biological contexts. Either the direct or the indirect interaction of Gab1 with Met is sufficient for Met-dependent muscle precursor cell migration, whereas both modes of interaction are required and neither is sufficient for placenta development, liver growth, and palatal shelf closure. These data demonstrate that Gab1 induces different biological responses through the recruitment of distinct effectors and that different modes of recruitment for Gab1 are required in different organs.
    Type of Medium: Online Resource
    ISSN: 0027-8424 , 1091-6490
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    Language: English
    Publisher: Proceedings of the National Academy of Sciences
    Publication Date: 2007
    detail.hit.zdb_id: 209104-5
    detail.hit.zdb_id: 1461794-8
    SSG: 11
    SSG: 12
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