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1.
Cell ; 185(19): 3551-3567.e39, 2022 09 15.
Artículo en Inglés | MEDLINE | ID: mdl-36055250

RESUMEN

Interactions between cells are indispensable for signaling and creating structure. The ability to direct precise cell-cell interactions would be powerful for engineering tissues, understanding signaling pathways, and directing immune cell targeting. In humans, intercellular interactions are mediated by cell adhesion molecules (CAMs). However, endogenous CAMs are natively expressed by many cells and tend to have cross-reactivity, making them unsuitable for programming specific interactions. Here, we showcase "helixCAM," a platform for engineering synthetic CAMs by presenting coiled-coil peptides on the cell surface. helixCAMs were able to create specific cell-cell interactions and direct patterned aggregate formation in bacteria and human cells. Based on coiled-coil interaction principles, we built a set of rationally designed helixCAM libraries, which led to the discovery of additional high-performance helixCAM pairs. We applied this helixCAM toolkit for various multicellular engineering applications, such as spherical layering, adherent cell targeting, and surface patterning.


Asunto(s)
Bacterias , Péptidos , Humanos , Péptidos/química
2.
Cell ; 180(4): 688-702.e13, 2020 02 20.
Artículo en Inglés | MEDLINE | ID: mdl-32084340

RESUMEN

Due to the rapid emergence of antibiotic-resistant bacteria, there is a growing need to discover new antibiotics. To address this challenge, we trained a deep neural network capable of predicting molecules with antibacterial activity. We performed predictions on multiple chemical libraries and discovered a molecule from the Drug Repurposing Hub-halicin-that is structurally divergent from conventional antibiotics and displays bactericidal activity against a wide phylogenetic spectrum of pathogens including Mycobacterium tuberculosis and carbapenem-resistant Enterobacteriaceae. Halicin also effectively treated Clostridioides difficile and pan-resistant Acinetobacter baumannii infections in murine models. Additionally, from a discrete set of 23 empirically tested predictions from >107 million molecules curated from the ZINC15 database, our model identified eight antibacterial compounds that are structurally distant from known antibiotics. This work highlights the utility of deep learning approaches to expand our antibiotic arsenal through the discovery of structurally distinct antibacterial molecules.


Asunto(s)
Antibacterianos/farmacología , Descubrimiento de Drogas/métodos , Aprendizaje Automático , Tiadiazoles/farmacología , Acinetobacter baumannii/efectos de los fármacos , Animales , Antibacterianos/química , Quimioinformática/métodos , Clostridioides difficile/efectos de los fármacos , Bases de Datos de Compuestos Químicos , Ratones , Ratones Endogámicos BALB C , Ratones Endogámicos C57BL , Mycobacterium tuberculosis/efectos de los fármacos , Bibliotecas de Moléculas Pequeñas/química , Bibliotecas de Moléculas Pequeñas/farmacología , Tiadiazoles/química
3.
Cell ; 173(3): 649-664.e20, 2018 04 19.
Artículo en Inglés | MEDLINE | ID: mdl-29677511

RESUMEN

Resistance to chemotherapy plays a significant role in cancer mortality. To identify genetic units affecting sensitivity to cytarabine, the mainstay of treatment for acute myeloid leukemia (AML), we developed a comprehensive and integrated genome-wide platform based on a dual protein-coding and non-coding integrated CRISPRa screening (DICaS). Putative resistance genes were initially identified using pharmacogenetic data from 760 human pan-cancer cell lines. Subsequently, genome scale functional characterization of both coding and long non-coding RNA (lncRNA) genes by CRISPR activation was performed. For lncRNA functional assessment, we developed a CRISPR activation of lncRNA (CaLR) strategy, targeting 14,701 lncRNA genes. Computational and functional analysis identified novel cell-cycle, survival/apoptosis, and cancer signaling genes. Furthermore, transcriptional activation of the GAS6-AS2 lncRNA, identified in our analysis, leads to hyperactivation of the GAS6/TAM pathway, a resistance mechanism in multiple cancers including AML. Thus, DICaS represents a novel and powerful approach to identify integrated coding and non-coding pathways of therapeutic relevance.


Asunto(s)
Sistemas CRISPR-Cas , Resistencia a Antineoplásicos , Genoma Humano , ARN Largo no Codificante/genética , Animales , Citarabina/farmacología , Femenino , Perfilación de la Expresión Génica , Redes Reguladoras de Genes , Células HEK293 , Células HL-60 , Humanos , Células K562 , Leucemia Mieloide Aguda/tratamiento farmacológico , Leucemia Mieloide Aguda/genética , Masculino , Ratones , Farmacogenética , Proteínas/genética , ARN/análisis , ARN Mensajero/genética , Transducción de Señal
5.
Nature ; 634(8036): 1187-1195, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39478207

RESUMEN

Temporal ordering of cellular events offers fundamental insights into biological phenomena. Although this is traditionally achieved through continuous direct observations1,2, an alternative solution leverages irreversible genetic changes, such as naturally occurring mutations, to create indelible marks that enables retrospective temporal ordering3-5. Using a multipurpose, single-cell CRISPR platform, we developed a molecular clock approach to record the timing of cellular events and clonality in vivo, with incorporation of cell state and lineage information. Using this approach, we uncovered precise timing of tissue-specific cell expansion during mouse embryonic development, unconventional developmental relationships between cell types and new epithelial progenitor states by their unique genetic histories. Analysis of mouse adenomas, coupled to multiomic and single-cell profiling of human precancers, with clonal analysis of 418 human polyps, demonstrated the occurrence of polyclonal initiation in 15-30% of colonic precancers, showing their origins from multiple normal founders. Our study presents a multimodal framework that lays the foundation for in vivo recording, integrating synthetic or natural indelible genetic changes with single-cell analyses, to explore the origins and timing of development and tumorigenesis in mammalian systems.


Asunto(s)
Linaje de la Célula , Lesiones Precancerosas , Análisis de la Célula Individual , Animales , Ratones , Humanos , Femenino , Factores de Tiempo , Lesiones Precancerosas/patología , Lesiones Precancerosas/genética , Masculino , Desarrollo Embrionario/genética , Adenoma/patología , Adenoma/genética , Células Clonales/metabolismo , Células Clonales/citología , Carcinogénesis/genética , Carcinogénesis/patología , Neoplasias del Colon/genética , Neoplasias del Colon/patología , Especificidad de Órganos , Sistemas CRISPR-Cas/genética
6.
Nature ; 615(7953): 720-727, 2023 03.
Artículo en Inglés | MEDLINE | ID: mdl-36922599

RESUMEN

Engineering the genetic code of an organism has been proposed to provide a firewall from natural ecosystems by preventing viral infections and gene transfer1-6. However, numerous viruses and mobile genetic elements encode parts of the translational apparatus7-9, potentially rendering a genetic-code-based firewall ineffective. Here we show that such mobile transfer RNAs (tRNAs) enable gene transfer and allow viral replication in Escherichia coli despite the genome-wide removal of 3 of the 64 codons and the previously essential cognate tRNA and release factor genes. We then establish a genetic firewall by discovering viral tRNAs that provide exceptionally efficient codon reassignment allowing us to develop cells bearing an amino acid-swapped genetic code that reassigns two of the six serine codons to leucine during translation. This amino acid-swapped genetic code renders cells resistant to viral infections by mistranslating viral proteomes and prevents the escape of synthetic genetic information by engineered reliance on serine codons to produce leucine-requiring proteins. As these cells may have a selective advantage over wild organisms due to virus resistance, we also repurpose a third codon to biocontain this virus-resistant host through dependence on an amino acid not found in nature10. Our results may provide the basis for a general strategy to make any organism safely resistant to all natural viruses and prevent genetic information flow into and out of genetically modified organisms.


Asunto(s)
Aminoácidos , Escherichia coli , Transferencia de Gen Horizontal , Código Genético , Interacciones Microbiota-Huesped , Biosíntesis de Proteínas , Virosis , Aminoácidos/genética , Aminoácidos/metabolismo , Codón/genética , Ecosistema , Escherichia coli/genética , Escherichia coli/virología , Código Genético/genética , Leucina/genética , Leucina/metabolismo , Biosíntesis de Proteínas/genética , ARN de Transferencia/genética , ARN de Transferencia/metabolismo , Serina/genética , Virosis/genética , Virosis/prevención & control , Interacciones Microbiota-Huesped/genética , Organismos Modificados Genéticamente/genética , Genoma Bacteriano/genética , Transferencia de Gen Horizontal/genética , Proteínas Virales/genética , Proteínas Virales/metabolismo
7.
Nature ; 608(7921): 217-225, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35896746

RESUMEN

Biological processes depend on the differential expression of genes over time, but methods to make physical recordings of these processes are limited. Here we report a molecular system for making time-ordered recordings of transcriptional events into living genomes. We do this through engineered RNA barcodes, based on prokaryotic retrons1, that are reverse transcribed into DNA and integrated into the genome using the CRISPR-Cas system2. The unidirectional integration of barcodes by CRISPR integrases enables reconstruction of transcriptional event timing based on a physical record through simple, logical rules rather than relying on pretrained classifiers or post hoc inferential methods. For disambiguation in the field, we will refer to this system as a Retro-Cascorder.


Asunto(s)
Sistemas CRISPR-Cas , ADN , Edición Génica , Expresión Génica , Almacenamiento y Recuperación de la Información , ARN , Transcripción Reversa , Sistemas CRISPR-Cas/genética , ADN/biosíntesis , ADN/genética , Edición Génica/métodos , Genoma/genética , Almacenamiento y Recuperación de la Información/métodos , Integrasas/metabolismo , Células Procariotas/metabolismo , ARN/genética , Factores de Tiempo
8.
Proc Natl Acad Sci U S A ; 121(45): e2408949121, 2024 Nov 05.
Artículo en Inglés | MEDLINE | ID: mdl-39475636

RESUMEN

Extracellular vesicles (EVs) are released by all cells and hold great promise as a class of biomarkers. This promise has led to increased interest in measuring EV proteins from both total EVs as well as brain-derived EVs in plasma. However, measuring cargo proteins in EVs has been challenging because EVs are present at low levels, and EV isolation methods are imperfect at separating EVs from free proteins. Thus, knowing whether a protein measured after EV isolation is truly inside EVs is difficult. In this study, we developed methods to measure whether a protein is inside EVs and quantify the ratio of a protein in EVs relative to total plasma. To achieve this, we combined a high-yield size-exclusion chromatography protocol with an optimized protease protection assay and Single Molecule Array (Simoa) digital enzyme-linked immunoassays (ELISAs) for ultrasensitive measurement of proteins inside EVs. We applied these methods to analyze α-synuclein and confirmed that a small fraction of the total plasma α-synuclein is inside EVs. Additionally, we developed a highly sensitive Simoa assay for phosphorylated α-synuclein (phosphorylated at the Ser129 residue). We found enrichment in the phosphorylated α-synuclein to total α-synuclein ratio inside EVs relative to outside EVs. Finally, we applied the methods we developed to measure total and phosphorylated α-synuclein inside EVs from Parkinson's disease and Lewy body dementia patient samples. This work provides a framework for determining the levels of proteins in EVs and represents an important step in the development of EV diagnostics for diseases of the brain, as well as other organs.


Asunto(s)
Vesículas Extracelulares , Enfermedad de Parkinson , alfa-Sinucleína , alfa-Sinucleína/metabolismo , alfa-Sinucleína/sangre , Vesículas Extracelulares/metabolismo , Humanos , Fosforilación , Enfermedad de Parkinson/metabolismo , Enfermedad de Parkinson/sangre , Ensayo de Inmunoadsorción Enzimática , Biomarcadores/sangre , Biomarcadores/metabolismo , Cromatografía en Gel/métodos , Encéfalo/metabolismo
9.
Nat Rev Mol Cell Biol ; 15(4): 289-94, 2014 04.
Artículo en Inglés | MEDLINE | ID: mdl-24622617

RESUMEN

Synthetic biology, despite still being in its infancy, is increasingly providing valuable information for applications in the clinic, the biotechnology industry and in basic molecular research. Both its unique potential and the challenges it presents have brought together the expertise of an eclectic group of scientists, from cell biologists to engineers. In this Viewpoint article, five experts discuss their views on the future of synthetic biology, on its main achievements in basic and applied science, and on the bioethical issues that are associated with the design of new biological systems.


Asunto(s)
Biotecnología , Ingeniería Genética , Biología Sintética/normas , Biología de Sistemas , Guías como Asunto , Humanos , Biología Sintética/ética , Biología Sintética/legislación & jurisprudencia
10.
Nature ; 588(7836): 124-129, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33268865

RESUMEN

Ageing is a degenerative process that leads to tissue dysfunction and death. A proposed cause of ageing is the accumulation of epigenetic noise that disrupts gene expression patterns, leading to decreases in tissue function and regenerative capacity1-3. Changes to DNA methylation patterns over time form the basis of ageing clocks4, but whether older individuals retain the information needed to restore these patterns-and, if so, whether this could improve tissue function-is not known. Over time, the central nervous system (CNS) loses function and regenerative capacity5-7. Using the eye as a model CNS tissue, here we show that ectopic expression of Oct4 (also known as Pou5f1), Sox2 and Klf4 genes (OSK) in mouse retinal ganglion cells restores youthful DNA methylation patterns and transcriptomes, promotes axon regeneration after injury, and reverses vision loss in a mouse model of glaucoma and in aged mice. The beneficial effects of OSK-induced reprogramming in axon regeneration and vision require the DNA demethylases TET1 and TET2. These data indicate that mammalian tissues retain a record of youthful epigenetic information-encoded in part by DNA methylation-that can be accessed to improve tissue function and promote regeneration in vivo.


Asunto(s)
Envejecimiento/genética , Reprogramación Celular/genética , Metilación de ADN , Epigénesis Genética , Ojo , Regeneración Nerviosa/genética , Visión Ocular/genética , Visión Ocular/fisiología , Envejecimiento/fisiología , Animales , Axones/fisiología , Línea Celular Tumoral , Supervivencia Celular , Proteínas de Unión al ADN/genética , Dependovirus/genética , Dioxigenasas , Modelos Animales de Enfermedad , Ojo/citología , Ojo/inervación , Ojo/patología , Femenino , Vectores Genéticos/genética , Glaucoma/genética , Glaucoma/patología , Humanos , Factor 4 Similar a Kruppel , Factores de Transcripción de Tipo Kruppel/genética , Ratones , Ratones Endogámicos C57BL , Factor 3 de Transcripción de Unión a Octámeros/genética , Traumatismos del Nervio Óptico/genética , Proteínas Proto-Oncogénicas/genética , Células Ganglionares de la Retina/citología , Factores de Transcripción SOXB1/genética , Transcriptoma/genética
11.
Mol Cell ; 71(1): 42-55.e8, 2018 07 05.
Artículo en Inglés | MEDLINE | ID: mdl-29979968

RESUMEN

The ability to target the Cas9 nuclease to DNA sequences via Watson-Crick base pairing with a single guide RNA (sgRNA) has provided a dynamic tool for genome editing and an essential component of adaptive immune systems in bacteria. After generating a double-stranded break (DSB), Cas9 remains stably bound to DNA. Here, we show persistent Cas9 binding blocks access to the DSB by repair enzymes, reducing genome editing efficiency. Cas9 can be dislodged by translocating RNA polymerases, but only if the polymerase approaches from one direction toward the Cas9-DSB complex. By exploiting these RNA-polymerase/Cas9 interactions, Cas9 can be conditionally converted into a multi-turnover nuclease, mediating increased mutagenesis frequencies in mammalian cells and enhancing bacterial immunity to bacteriophages. These consequences of a stable Cas9-DSB complex provide insights into the evolution of protospacer adjacent motif (PAM) sequences and a simple method of improving selection of highly active sgRNAs for genome editing.


Asunto(s)
Proteína 9 Asociada a CRISPR , Roturas del ADN de Doble Cadena , Reparación del ADN , Edición Génica , Células Madre Embrionarias de Ratones/metabolismo , Animales , Bacterias/genética , Bacterias/metabolismo , Bacterias/virología , Bacteriófagos/genética , Bacteriófagos/metabolismo , Proteína 9 Asociada a CRISPR/genética , Proteína 9 Asociada a CRISPR/metabolismo , Línea Celular , Ratones
12.
Nucleic Acids Res ; 52(15): e71, 2024 Aug 27.
Artículo en Inglés | MEDLINE | ID: mdl-38966983

RESUMEN

Antibodies have long served as vital tools in biological and clinical laboratories for the specific detection of proteins. Conventional methods employ fluorophore or horseradish peroxidase-conjugated antibodies to detect signals. More recently, DNA-conjugated antibodies have emerged as a promising technology, capitalizing on the programmability and amplification capabilities of DNA to enable highly multiplexed and ultrasensitive protein detection. However, the nonspecific binding of DNA-conjugated antibodies has impeded the widespread adoption of this approach. Here, we present a novel DNA-conjugated antibody staining protocol that addresses these challenges and demonstrates superior performance in suppressing nonspecific signals compared to previously published protocols. We further extend the utility of DNA-conjugated antibodies for signal-amplified in situ protein imaging through the hybridization chain reaction (HCR) and design a novel HCR DNA pair to expand the HCR hairpin pool from the previously published 5 pairs to 13, allowing for flexible hairpin selection and higher multiplexing. Finally, we demonstrate highly multiplexed in situ protein imaging using these techniques in both cultured cells and tissue sections.


Asunto(s)
Anticuerpos , ADN , Hibridación de Ácido Nucleico , Humanos , Anticuerpos/química , Anticuerpos/inmunología , ADN/química , Animales , Proteínas/inmunología , Proteínas/química , Proteínas/análisis , Ratones
13.
Mol Syst Biol ; 20(7): 767-798, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38755290

RESUMEN

Static gene expression programs have been extensively characterized in stem cells and mature human cells. However, the dynamics of RNA isoform changes upon cell-state-transitions during cell differentiation, the determinants and functional consequences have largely remained unclear. Here, we established an improved model for human neurogenesis in vitro that is amenable for systems-wide analyses of gene expression. Our multi-omics analysis reveals that the pronounced alterations in cell morphology correlate strongly with widespread changes in RNA isoform expression. Our approach identifies thousands of new RNA isoforms that are expressed at distinct differentiation stages. RNA isoforms mainly arise from exon skipping and the alternative usage of transcription start and polyadenylation sites during human neurogenesis. The transcript isoform changes can remodel the identity and functions of protein isoforms. Finally, our study identifies a set of RNA binding proteins as a potential determinant of differentiation stage-specific global isoform changes. This work supports the view of regulated isoform changes that underlie state-transitions during neurogenesis.


Asunto(s)
Diferenciación Celular , Neurogénesis , Neuronas , Isoformas de ARN , Humanos , Neurogénesis/genética , Diferenciación Celular/genética , Isoformas de ARN/genética , Isoformas de ARN/metabolismo , Neuronas/metabolismo , Neuronas/citología , Empalme Alternativo , Proteínas de Unión al ARN/metabolismo , Proteínas de Unión al ARN/genética , Isoformas de Proteínas/metabolismo , Isoformas de Proteínas/genética , Exones/genética
14.
Chem Rev ; 123(5): 2349-2419, 2023 03 08.
Artículo en Inglés | MEDLINE | ID: mdl-36512650

RESUMEN

Recent advances in synthetic biology and materials science have given rise to a new form of materials, namely engineered living materials (ELMs), which are composed of living matter or cell communities embedded in self-regenerating matrices of their own or artificial scaffolds. Like natural materials such as bone, wood, and skin, ELMs, which possess the functional capabilities of living organisms, can grow, self-organize, and self-repair when needed. They also spontaneously perform programmed biological functions upon sensing external cues. Currently, ELMs show promise for green energy production, bioremediation, disease treatment, and fabricating advanced smart materials. This review first introduces the dynamic features of natural living systems and their potential for developing novel materials. We then summarize the recent research progress on living materials and emerging design strategies from both synthetic biology and materials science perspectives. Finally, we discuss the positive impacts of living materials on promoting sustainability and key future research directions.


Asunto(s)
Ciencia de los Materiales , Biología Sintética
15.
Nature ; 568(7752): E11, 2019 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-30948799

RESUMEN

In this Review, the year of publication of reference 54 should be 2005, not 2015. In Box 2, "1982: GenBank ( https://www.ncbi.nlm.nih.gov/genbank/statistics/ )" should read "1982: Genbank/ENA/DDBJ" and "2007: NCBI Short Read Archive" should read "2007: NCBI and ENA Short Read Archives"; this is because the launches of these American, European and Japanese databases were coordinated. These errors have not been corrected.

16.
Nature ; 574(7778): 359-364, 2019 10.
Artículo en Inglés | MEDLINE | ID: mdl-31619788

RESUMEN

The mechanisms that extend lifespan in humans are poorly understood. Here we show that extended longevity in humans is associated with a distinct transcriptome signature in the cerebral cortex that is characterized by downregulation of genes related to neural excitation and synaptic function. In Caenorhabditis elegans, neural excitation increases with age and inhibition of excitation globally, or in glutamatergic or cholinergic neurons, increases longevity. Furthermore, longevity is dynamically regulated by the excitatory-inhibitory balance of neural circuits. The transcription factor REST is upregulated in humans with extended longevity and represses excitation-related genes. Notably, REST-deficient mice exhibit increased cortical activity and neuronal excitability during ageing. Similarly, loss-of-function mutations in the C. elegans REST orthologue genes spr-3 and spr-4 elevate neural excitation and reduce the lifespan of long-lived daf-2 mutants. In wild-type worms, overexpression of spr-4 suppresses excitation and extends lifespan. REST, SPR-3, SPR-4 and reduced excitation activate the longevity-associated transcription factors FOXO1 and DAF-16 in mammals and worms, respectively. These findings reveal a conserved mechanism of ageing that is mediated by neural circuit activity and regulated by REST.


Asunto(s)
Proteínas de Caenorhabditis elegans/metabolismo , Proteínas de Unión al ADN/metabolismo , Longevidad , Neuronas/metabolismo , Proteínas Represoras/metabolismo , Factores de Transcripción/metabolismo , Envejecimiento , Animales , Encéfalo/citología , Encéfalo/metabolismo , Caenorhabditis elegans , Factores de Transcripción Forkhead/metabolismo , Humanos , Ratones , Ratones de la Cepa 129 , Ratones Endogámicos C57BL , Ratones Noqueados , Ratones Transgénicos , Interferencia de ARN , Proteínas de Unión al ARN/metabolismo
17.
Proc Natl Acad Sci U S A ; 119(5)2022 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-35074874

RESUMEN

For nearly 50 years, the vision of using single molecules in circuits has been seen as providing the ultimate miniaturization of electronic chips. An advanced example of such a molecular electronics chip is presented here, with the important distinction that the molecular circuit elements play the role of general-purpose single-molecule sensors. The device consists of a semiconductor chip with a scalable array architecture. Each array element contains a synthetic molecular wire assembled to span nanoelectrodes in a current monitoring circuit. A central conjugation site is used to attach a single probe molecule that defines the target of the sensor. The chip digitizes the resulting picoamp-scale current-versus-time readout from each sensor element of the array at a rate of 1,000 frames per second. This provides detailed electrical signatures of the single-molecule interactions between the probe and targets present in a solution-phase test sample. This platform is used to measure the interaction kinetics of single molecules, without the use of labels, in a massively parallel fashion. To demonstrate broad applicability, examples are shown for probe molecule binding, including DNA oligos, aptamers, antibodies, and antigens, and the activity of enzymes relevant to diagnostics and sequencing, including a CRISPR/Cas enzyme binding a target DNA, and a DNA polymerase enzyme incorporating nucleotides as it copies a DNA template. All of these applications are accomplished with high sensitivity and resolution, on a manufacturable, scalable, all-electronic semiconductor chip device, thereby bringing the power of modern chips to these diverse areas of biosensing.


Asunto(s)
Técnicas Biosensibles/instrumentación , Electrónica/instrumentación , Pruebas de Enzimas/instrumentación , Análisis de Secuencia por Matrices de Oligonucleótidos/instrumentación , ADN , Diseño de Equipo/instrumentación , Cinética , Dispositivos Laboratorio en un Chip , Miniaturización/instrumentación , Nanotecnología/instrumentación , Semiconductores
18.
Nat Methods ; 18(4): 389-396, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33828272

RESUMEN

Protein engineering has enormous academic and industrial potential. However, it is limited by the lack of experimental assays that are consistent with the design goal and sufficiently high throughput to find rare, enhanced variants. Here we introduce a machine learning-guided paradigm that can use as few as 24 functionally assayed mutant sequences to build an accurate virtual fitness landscape and screen ten million sequences via in silico directed evolution. As demonstrated in two dissimilar proteins, GFP from Aequorea victoria (avGFP) and E. coli strain TEM-1 ß-lactamase, top candidates from a single round are diverse and as active as engineered mutants obtained from previous high-throughput efforts. By distilling information from natural protein sequence landscapes, our model learns a latent representation of 'unnaturalness', which helps to guide search away from nonfunctional sequence neighborhoods. Subsequent low-N supervision then identifies improvements to the activity of interest. In sum, our approach enables efficient use of resource-intensive high-fidelity assays without sacrificing throughput, and helps to accelerate engineered proteins into the fermenter, field and clinic.


Asunto(s)
Aprendizaje Profundo , Ingeniería de Proteínas/métodos , Algoritmos , Modelos Moleculares , beta-Lactamasas/química
19.
Nat Methods ; 18(6): 631-634, 2021 06.
Artículo en Inglés | MEDLINE | ID: mdl-34092791

RESUMEN

L1CAM is a transmembrane protein expressed on neurons that was presumed to be found on neuron-derived extracellular vesicles (NDEVs) in human biofluids. We developed a panel of single-molecule array assays to evaluate the use of L1CAM for NDEV isolation. We demonstrate that L1CAM is not associated with extracellular vesicles in human plasma or cerebrospinal fluid and therefore recommend against its use as a marker in NDEV isolation protocols.


Asunto(s)
Vesículas Extracelulares/metabolismo , Molécula L1 de Adhesión de Célula Nerviosa/metabolismo , Biomarcadores/metabolismo , Centrifugación , Cromatografía en Gel , Medios de Cultivo Condicionados , Humanos , Molécula L1 de Adhesión de Célula Nerviosa/sangre , Molécula L1 de Adhesión de Célula Nerviosa/líquido cefalorraquídeo , Neuronas/metabolismo
20.
Appl Environ Microbiol ; : e0084124, 2024 Oct 29.
Artículo en Inglés | MEDLINE | ID: mdl-39470214

RESUMEN

Cyanobacteria are photosynthetic organisms that play important roles in carbon cycling and are promising bioproduction chassis. Here, we isolate two novel cyanobacteria with 4.6Mbp genomes, UTEX 3221 and UTEX 3222, from a unique marine environment with naturally elevated CO2. We describe complete genome sequences for both isolates and, focusing on UTEX 3222 due to its planktonic growth in liquid, characterize biotechnologically relevant growth and biomass characteristics. UTEX 3222 outpaces other fast-growing model strains on a solid medium. It can double every 2.35 hours in a liquid medium and grows to high density (>31 g/L biomass dry weight) in batch culture, nearly double that of Synechococcus sp. PCC 11901, whose high-density growth was recently reported. In addition, UTEX 3222 sinks readily, settling more quickly than other fast-growing strains, suggesting favorable economics of harvesting UTEX 3222 biomass. These traits may make UTEX 3222 a compelling choice for marine carbon dioxide removal (CDR) and photosynthetic bioproduction from CO2. Overall, we find that bio-prospecting in environments with naturally elevated CO2 may uncover novel CO2-metabolizing organisms with unique characteristics. IMPORTANCE: Cyanobacteria provide a potential avenue for both biomanufacturing and combatting climate change via high-efficiency photosynthetic carbon sequestration. This study identifies novel photosynthetic organisms isolated from a unique geochemical environment and describes their genomes, growth behavior in culture, and biochemical composition. These cyanobacteria appear to make a tractable research model, and cultures are made publicly available alongside information about their culture and maintenance. Application of these organisms to carbon sequestration and/or biomanufacturing is discussed, including unusual, rapid settling characteristics of the strains relevant to scaled culture.

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