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1.
Biochemistry ; 62(16): 2371-2381, 2023 08 15.
Artículo en Inglés | MEDLINE | ID: mdl-37490721

RESUMEN

Strong, psychedelic indolethylamines (IAAs) are typically present in trace amounts in the majority of species, but they build up significantly in the skin of amphibian toads, especially N-methylated 5-hydroxytryptamine (5-HT) analogues. However, there is no pertinent research on the investigation of indoleamine N-methyltransferase (INMT) in amphibians, nor is there any adequate information on the key amino acids that influence the activity of known INMTs from other species. Herein, we focused on Bufo toad INMT (BINMT) for the first time and preliminarily identified BINMT 1 from the transcriptomes of Bufo gargarizans active on tryptamine, 5-HT, and N-methyl-5-HT. We established the enzyme kinetic characteristics of BINMT 1 and identified the essential amino acids influencing its activity via molecular docking and site-directed mutagenesis. Subsequently, we carried out sequence alignment and phylogenetic tree analysis on 43 homologous proteins found in the genome of B. gargarizans with BINMT 1 as the probe and selected seven of them for protein expression and activity assays. It was found that only three proteins possessing the highest similarity to BINMT 1 had INMT activity. Our research unveils the binding residues of BINMT for 5-HT analogues for the first time and initiates the study of INMTs in amphibian toads, serving as a tentative reference for further study of BINMT and providing insight into the comprehension of BINMT's catalytic mechanism and its role in the biosynthesis of 5-HT analogues in Bufo toads. It also contributes to the expansion of the INMT library to help explore and explain interspecies evolution in the future.


Asunto(s)
Bufonidae , Serotonina , Animales , Serotonina/metabolismo , Simulación del Acoplamiento Molecular , Filogenia , Bufonidae/genética , Bufonidae/metabolismo , Metiltransferasas/metabolismo
2.
Biochem Biophys Res Commun ; 678: 158-164, 2023 10 20.
Artículo en Inglés | MEDLINE | ID: mdl-37640001

RESUMEN

Aromatic polyketide and phenylpropanoid derivatives are a large class of natural products produced by bacteria, fungi, and plants. The O-methylation is a unique decoration that can increase structural diversity of aromatic compounds and improve their pharmacological properties, but the substrate specificity of O-methyltransferase hinders the discovery of more natural products with O-methylation through biosynthesis. Here, we reported that the O-methyltransferase AurJ from plant pathogenic fungus Fusarium graminearum could methylate a broad range of natural substrates of monocyclic, bicyclic, and tricyclic aromatic precursors, exhibiting excellent substrate tolerance. This finding will partly change our stereotype about the specificity of traditional methyltransferases, and urge us to mine more O-methyltransferases with good substrate tolerance and discover more methylated natural products for drug discovery and development through directed evolution and combinatorial biosynthesis.


Asunto(s)
Productos Biológicos , Fusarium , Metiltransferasas/genética , Descubrimiento de Drogas
3.
Angew Chem Int Ed Engl ; 62(14): e202216989, 2023 03 27.
Artículo en Inglés | MEDLINE | ID: mdl-36750406

RESUMEN

Natural products with the 3,6-diene-2,5-diketopiperazine core are widely distributed in nature; however, the biosynthetic mechanism of 3,6-diene-2,5-diketopiperazine in fungi remains to be further elucidated. Through heterologous expression and biochemical investigation of an FeII /2-oxoglutarate-dependent oxidase (AspE) and a heme-dependent P450 enzyme (AspF), we report that AspE, AspF and subsequent dehydration account for the formation of the 3,6-diene-2,5-diketopiperazine substructure of brevianamide K from Aspergillus sp. SK-28, a symbiotic fungus of mangrove plant Kandelia candel. More interestingly, in-depth investigation of the enzymatic mechanism showed that AspE promotes hydroxylation of brevianamide Q with unprecedented stereoinversion through hydrogen atom abstraction and water nucleophilic attack from the opposite face of the resultant iminium cation intermediate.


Asunto(s)
Sistema Enzimático del Citocromo P-450 , Compuestos Ferrosos , Hidroxilación , Sistema Enzimático del Citocromo P-450/metabolismo , Catálisis
4.
Fungal Genet Biol ; 161: 103700, 2022 07.
Artículo en Inglés | MEDLINE | ID: mdl-35504456

RESUMEN

The high efficiency and elegance of terpene synthases is fascinating in constructing the molecular skeleton of complicated terpenoids with multiple chiral centers. Although the rapid development of sequencing technology has led to the discovery of an increasing number of terpene synthases, the cyclization mechanisms of some terpene synthases remains elusive. Here, we report that a chimeric sesquiterpene synthase from Steccherinum ochraceum is responsible for the biosynthesis of (+)-hirsutene, a linear triquinane sesquiterpene. Structural validation, and isotope labeling experiments demonstrate that the biosynthesis of (+)-hirsutene employs an unusual cyclization mode, involving three different cyclization processes (C1-C11, C2-C9, C3-C6), one intramolecular 1,2-hydride shift (C9-C10) and three successive 1,2-alkyl shifts to construct the 5-5-5 fused ring skeleton of (+)-hirsutene.


Asunto(s)
Transferasas Alquil y Aril , Sesquiterpenos , Transferasas Alquil y Aril/genética , Catálisis , Sesquiterpenos Policíclicos , Polyporales , Terpenos
5.
J Am Chem Soc ; 143(34): 13790-13797, 2021 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-34405994

RESUMEN

Thiopeptide antibiotics are a family of ribosomally synthesized and posttranslationally modified peptide natural products of significant interest in anti-infective agent development. These antibiotics are classified into five subfamilies according to differences in the central 6-membered heterocycle of the thiopeptide framework. The mechanism through which imidazopiperidine, the most heavily functionalized central domain characteristic of a series c thiopeptide, is formed remains unclear. Based on mining and characterization of the genes specifically involved in the biosynthesis of Sch40832, we here report an enzymatic process for transforming a series b thiopeptide into a series c product through a series a intermediate. This process starts with F420-dependent hydrogenation of the central dehydropiperidine unit to a saturated piperidine unit. With the activity of a cytochrome P450 monooxygenase, the piperidine-thiazole motif of the intermediate undergoes an unusual oxygenation-mediated rearrangement to provide an imidazopiperidine heterocycle subjected to further S-methylation and aldehyde reduction. This study represents the first biochemical reconstitution of the pathway forming a stable series c thiopeptide.


Asunto(s)
Antibacterianos/metabolismo , Oxigenasas de Función Mixta/metabolismo , Péptidos/química , Piperidinas/química , Secuencia de Aminoácidos , Antibacterianos/química , Micromonospora/enzimología , Micromonospora/genética , Oxigenasas de Función Mixta/genética , Oxidación-Reducción , Streptomyces/metabolismo , Tiazoles/química
6.
Nat Prod Rep ; 38(4): 843-860, 2021 04 28.
Artículo en Inglés | MEDLINE | ID: mdl-33146205

RESUMEN

Covering: 2000 to 2020 Triptolide is a bioactive diterpene triepoxide isolated from Tripterygium wilfordii Hook F, a traditional Chinese medicinal plant whose extracts have been used as anti-inflammatory and immunosuppressive remedies for centuries. Although triptolide and its analogs exhibit potent bioactivities against various cancers, and inflammatory and autoimmune diseases, none of them has been approved to be used in the clinic. This review highlights advances in material sourcing, molecular mechanisms, clinical progress and new drug design strategies for triptolide over the past two decades, along with some prospects for the future course of development of triptolide.


Asunto(s)
Diterpenos/farmacología , Fenantrenos/farmacología , Animales , Enfermedades Autoinmunes/tratamiento farmacológico , Diterpenos/aislamiento & purificación , Diseño de Fármacos , Descubrimiento de Drogas , Compuestos Epoxi/aislamiento & purificación , Compuestos Epoxi/farmacología , Predicción , Humanos , Inflamación/tratamiento farmacológico , Neoplasias/tratamiento farmacológico , Fenantrenos/aislamiento & purificación , Tripterygium/química
7.
Nature ; 518(7537): 115-9, 2015 Feb 05.
Artículo en Inglés | MEDLINE | ID: mdl-25607359

RESUMEN

Low-molecular-mass thiols in organisms are well known for their redox-relevant role in protection against various endogenous and exogenous stresses. In eukaryotes and Gram-negative bacteria, the primary thiol is glutathione (GSH), a cysteinyl-containing tripeptide. In contrast, mycothiol (MSH), a cysteinyl pseudo-disaccharide, is dominant in Gram-positive actinobacteria, including antibiotic-producing actinomycetes and pathogenic mycobacteria. MSH is equivalent to GSH, either as a cofactor or as a substrate, in numerous biochemical processes, most of which have not been characterized, largely due to the dearth of information concerning MSH-dependent proteins. Actinomycetes are able to produce another thiol, ergothioneine (EGT), a histidine betaine derivative that is widely assimilated by plants and animals for variable physiological activities. The involvement of EGT in enzymatic reactions, however, lacks any precedent. Here we report that the unprecedented coupling of two bacterial thiols, MSH and EGT, has a constructive role in the biosynthesis of lincomycin A, a sulfur-containing lincosamide (C8 sugar) antibiotic that has been widely used for half a century to treat Gram-positive bacterial infections. EGT acts as a carrier to template the molecular assembly, and MSH is the sulfur donor for lincomycin maturation after thiol exchange. These thiols function through two unusual S-glycosylations that program lincosamide transfer, activation and modification, providing the first paradigm for EGT-associated biochemical processes and for the poorly understood MSH-dependent biotransformations, a newly described model that is potentially common in the incorporation of sulfur, an element essential for life and ubiquitous in living systems.


Asunto(s)
Antibacterianos/biosíntesis , Cisteína/metabolismo , Ergotioneína/metabolismo , Glicopéptidos/metabolismo , Inositol/metabolismo , Lincomicina/biosíntesis , Streptomyces/metabolismo , Productos Biológicos/metabolismo , Vías Biosintéticas/genética , Biotransformación , Cisteína/química , Ergotioneína/química , Glicopéptidos/química , Glicosilación , Inositol/química , Lincosamidas/metabolismo , Datos de Secuencia Molecular , Streptomyces/genética
8.
J Ind Microbiol Biotechnol ; 46(3-4): 459-468, 2019 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-30484122

RESUMEN

2,2'-Bipyridine (2,2'-BP) is the unique molecular scaffold of the bioactive natural products represented by caerulomycins (CAEs) and collismycins (COLs). CAEs and COLs are highly similar in the chemical structures in which their 2,2'-BP cores typically contain a di- or tri-substituted ring A and an unmodified ring B. Here, we summarize the CAE and COL-type 2,2'-BP natural products known or hypothesized to date: (1) isolated using methods traditional for natural product characterization, (2) created by engineering the biosynthetic pathways of CAEs or COLs, and (3) predicted upon bioinformatics-guided genome mining. The identification of these CAE and COL-type 2,2'-BP natural products not only demonstrates the development of research techniques and methods in the field of natural product chemistry but also reflects the general interest in the discovery of CAE and COL-type 2,2'-BP natural products.


Asunto(s)
2,2'-Dipiridil/análogos & derivados , Descubrimiento de Drogas , Genoma Bacteriano , 2,2'-Dipiridil/química , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Productos Biológicos/química , Vías Biosintéticas/genética , Biología Computacional , Genómica , Familia de Multigenes , Streptomyces/genética , Streptomyces/metabolismo
9.
J Org Chem ; 83(13): 7102-7108, 2018 07 06.
Artículo en Inglés | MEDLINE | ID: mdl-29557172

RESUMEN

The species Streptomyces lincolnensis is known as a producer of lincomycin A, a clinically important lincosamide antibiotic with activity against Gram-positive bacteria. Here, we report that S. lincolnensis produces a new cysteate-containing lactone product, cysteoamide (1), which arises from nonribosomal peptide synthetase-programmed sequential assembly of the monomers phenylacetic acid, valine, cysteate, threonine, ß-hydroxyleucine, and ß-alanine and subsequent intramolecular cyclization to form a lactone ring. The structure of 1 was determined by combined analysis of NMR and MS spectra, while the amino acid absolute configurations in 1 were assigned by Marfey's analysis following acid hydrolysis. The biosynthetic gene cluster of 1 was defined in the genome of S. lincolnensis by bioinformatics analysis and in vivo genetic study. In addition, in vitro assay revealed that OrfA, a pyridoxal 5'-phosphate-dependent protein, is responsible for the formation of the unusual cysteate unit. Cysteate-containing nonribosomal peptides appear to be widely present in various Streptomyces strains, and this study generates interest in their intrinsic functions that remain poorly understood.


Asunto(s)
Ácido Cisteico/metabolismo , Péptidos/metabolismo , Streptomyces/metabolismo , Genes Bacterianos , Familia de Multigenes , Péptidos/química , Conformación Proteica , Espectroscopía de Protones por Resonancia Magnética/métodos , Espectrometría de Masa por Ionización de Electrospray/métodos , Streptomyces/genética
10.
Org Biomol Chem ; 15(26): 5472-5475, 2017 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-28649680

RESUMEN

In this study, we characterized CaeB6 as a selective hydroxylase and CaeG1 as an O-methyltransferase in the biosynthesis of the 2,2'-bipyridine natural products caerulomycins (CAEs). The C3-hydroxylation activity of CaeB6 competes with the C4-O-methylation activity of CaeG1 and thereby branches the CAE pathway from a common C4-O-demethylated 2,2'-bipyridine intermediate. CaeG1-catalyzed C4-O-methylation leads to a main route that produces the major product CAE-A in Actinoalloteichus cyanogriseus NRRL B-2194. In contrast, CaeB6-catalyzed C3-hydroxylation results in a shunt route in which CaeG1 causes C4-O-methylation and subsequent C3-O-methylation to produce a series of minor CAE products. These findings provide new insights into the biosynthetic pathway of CAEs and a synthetic biology strategy for the selective functionalization of the 2,2'-bipyridine core.

11.
Bioessays ; 37(12): 1262-7, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26515639

RESUMEN

Low-molecular-weight (LMW) thiols are extensively involved in the maintenance of cellular redox potentials and the protection of cells from a variety of reactive chemical and electrophilic species. However, we recently found that the metabolic coupling of two LMW thiols - mycothiol (MSH) and ergothioneine (EGT) - programs the biosynthesis of the anti-infective agent lincomycin A. Remarkably, such a constructive role of the thiols in the biosynthesis of natural products has so far received relatively little attention. We speculate that the unusual thiol EGT might function as a chiral thiolation carrier (for modification) and a novel activator (for glycosylation) of sugar. Additionally, we examine recent evidence for LMW thiols (MSH and others) as sulfur donors of sulfur-containing natural products. Clearly, the LMW thiols have more diverse activities beyond cell protection, and more attention should be paid to the correlation of their functions with thiol-dependent enzymes.


Asunto(s)
Compuestos de Sulfhidrilo/metabolismo , Productos Biológicos/metabolismo , Carbohidratos , Cisteína/metabolismo , Ergotioneína/metabolismo , Glicopéptidos/metabolismo , Glicosilación , Inositol/metabolismo , Peso Molecular , Oxidación-Reducción
12.
J Am Chem Soc ; 138(20): 6348-51, 2016 05 25.
Artículo en Inglés | MEDLINE | ID: mdl-27171737

RESUMEN

Pyridoxal-5'-phosphate (PLP)-dependent proteins constitute one of the largest and most important families of enzymes in living organisms. These proteins participate in numerous biochemical processes, many of which have not been characterized, and transform substrates containing an amino group through various reactions that share aldimine as a common intermediate. Herein, we report that the PLP-dependent enzymes CcbF and LmbF, which are highly related in phylogenesis, process cysteine S-conjugated intermediates in different ways and associate with individual downstream enzyme(s) toward distinct S-functionalization of the lincosamide antibiotics celesticetin and lincomycin A. CcbF catalyzes an unusual conversion that involves decarboxylation-coupled oxidative deamination of the cysteinyl group during the formation of a two-carbon alcohol linker, whereas LmbF is responsible for ß-elimination, followed by S-methylation to produce a methylmercapto group. The two tailoring routes are variable and exchangeable with each other, allowing for in vitro combinatorial biosynthesis of a number of hybrid lincosamide antibiotics, including the natural product Bu-2545. These findings demonstrate the wide diversity of PLP chemistry in enzymatic catalysis and its promising applicability in creation of new molecules.


Asunto(s)
Antibacterianos/química , Cisteína/química , Lincosamidas/química , Fosfato de Piridoxal/química , Catálisis
13.
J Nat Prod ; 78(2): 301-5, 2015 Feb 27.
Artículo en Inglés | MEDLINE | ID: mdl-25611131

RESUMEN

Three new 1,19-seco-avermectin (AVE) analogues were isolated from the ΔaveCDE mutant Streptomyces avermectinius strain. Their structures were elucidated by detailed spectroscopic analysis. This is the first report of 1,19-seco-AVE analogues. In an in vitro assay these compounds displayed cytotoxicity against Saos-2, MG-63, and B16 cell lines.


Asunto(s)
Antineoplásicos/aislamiento & purificación , Ivermectina/análogos & derivados , Streptomyces/química , Streptomyces/genética , Animales , Antineoplásicos/química , Antineoplásicos/farmacología , Ensayos de Selección de Medicamentos Antitumorales , Humanos , Ivermectina/química , Ivermectina/aislamiento & purificación , Ivermectina/farmacología , Ratones , Estructura Molecular , Mutación
14.
Chembiochem ; 15(5): 660-4, 2014 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-24573905

RESUMEN

Natural avermectins (AVEs) share a 6,6-spiroketal moiety with an exclusive R configuration at the C21 spirocyclic junction. Herein, we report the characterization of nine AVE-like spiroketals of two types (C21 S and R) in a mutant strain that lacks spirocyclase activity. Comparative analysis of their structures facilitated evaluation of the effect of stereochemistry on endogenous biotransformations and biological activities of the spiroketals.


Asunto(s)
Furanos/metabolismo , Ivermectina/análogos & derivados , Compuestos de Espiro/metabolismo , Streptomyces/metabolismo , Biotransformación , Furanos/química , Ivermectina/química , Ivermectina/metabolismo , Compuestos de Espiro/química , Estereoisomerismo , Streptomyces/química
15.
Biotechnol Lett ; 36(4): 813-9, 2014 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-24322771

RESUMEN

Many γ-butyrolactone-autoregulator receptors control the production of secondary metabolites in Streptomyces spp. Hence, AvaR1, an autoregulator receptor protein in Streptomyces avermitilis, was characterized as a negative regulator of avermectin (Ave) production. Deletion of AvaR1 in a high-producing strain increased production of Ave B1a approx. 1.75 times (~700 µg/ml) compared with the parent strain. Semi-quantitative RT-PCR and electrophoretic mobility shift assays revealed that AvaR1 regulates the biosynthesis of Ave but not through the aveR pathway-specific regulatory gene. A special signaling molecule, avenolide, increased production of Ave. This study has refined our understanding of how avenolide regulates the production of Aves which is promising for developing new methods to improve the production of antibiotics in industrial strains.


Asunto(s)
Proteínas Bacterianas/metabolismo , Regulación Bacteriana de la Expresión Génica , Ivermectina/análogos & derivados , Proteínas Represoras/metabolismo , Streptomyces/metabolismo , Proteínas Bacterianas/genética , Ensayo de Cambio de Movilidad Electroforética , Activadores de Enzimas/metabolismo , Eliminación de Gen , Perfilación de la Expresión Génica , Ivermectina/metabolismo , Reacción en Cadena en Tiempo Real de la Polimerasa , Proteínas Represoras/genética , Streptomyces/genética , Activación Transcripcional/efectos de los fármacos
16.
J Am Chem Soc ; 135(4): 1540-8, 2013 Jan 30.
Artículo en Inglés | MEDLINE | ID: mdl-23294008

RESUMEN

Avermectins (AVEs), which are widely used for the treatment of agricultural parasitic diseases, belong to a family of 6,6-spiroketal moiety-containing, macrolide natural products. AVE biosynthesis is known to employ a type I polyketide synthase (PKS) system to assemble the molecular skeleton for further functionalization. It remains unknown how and when spiroketal formation proceeds, particularly regarding the role of AveC, a unique protein in the pathway that shares no sequence homology to any enzyme of known function. Here, we report the unprecedented, dual function of AveC by correlating its activity with spiroketal formation and modification during the AVE biosynthetic process. The findings in this study were supported by characterizing extremely unstable intermediates, products and their spontaneous derivative products from the simplified chemical profile and by comparative analysis of in vitro biotransformations and in vivo complementations mediated by AveC and MeiC (the counterpart in biosynthesizing the naturally occurring, AVE-like meilingmycins). AveC catalyzes the stereospecific spiroketalization of a dihydroxy-ketone polyketide intermediate and the optional dehydration to determine the regiospecific saturation characteristics of spiroketal diversity. These reactions take place between the closures of the hexene ring and 16-membered macrolide and the formation of the hexahydrobenzofuran unit. MeiC can replace the spirocyclase activity of AveC, but it lacks the independent dehydratase activity. Elucidation of the generality and specificity of AveC-type proteins allows for the rationalization of previously published results that were not completely understood, suggesting that enzyme-mediated spiroketal formation was initially underestimated, but is, in fact, widespread in nature for the control of stereoselectivity.


Asunto(s)
Productos Biológicos/metabolismo , Ivermectina/análogos & derivados , Compuestos de Espiro/metabolismo , Productos Biológicos/química , Cristalografía por Rayos X , Ivermectina/química , Ivermectina/metabolismo , Modelos Moleculares , Estructura Molecular , Mutación , Compuestos de Espiro/química
17.
IEEE Trans Image Process ; 32: 3536-3551, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37347636

RESUMEN

Establishing reliable correspondences between two views is one of the most important components of various vision tasks. This paper proposes a novel sparse-to-local-dense (S2LD) matching method to conduct fully differentiable correspondence estimation with the prior from epipolar geometry. The sparse-to-local-dense matching asymmetrically establishes correspondences with consistent sub-pixel coordinates while reducing the computation of matching. The salient features are explicitly located, and the description is conditioned on both views with the global receptive field provided by the attention mechanism. The correspondences are progressively established in multiple levels to reduce the underlying re-projection error. We further propose a 3D noise-aware regularizer with differentiable triangulation. Additional guidance from 3D space is encoded by the regularizer in training to handle the supervision noise caused by the errors in camera poses and depth maps. The proposed method demonstrates outstanding matching accuracy and geometric estimation capability on multiple datasets and tasks.

18.
IEEE Trans Image Process ; 32: 4432-4442, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37527314

RESUMEN

The Markov random field (MRF) for stereo matching can be solved using belief propagation (BP). However, the solution space grows significantly with the introduction of high-resolution stereo images and 3D plane labels, making the traditional BP algorithms impractical in inference time and convergence. We present an accurate and efficient hierarchical BP framework using the representation of the image segmentation pyramid (ISP). The pixel-level MRF can be solved by a top-down inference on the ISP. We design a hierarchy of MRF networks using the graph of superpixels at each ISP level. From the highest/image to the lowest/pixel level, the MRF models can be efficiently inferred with constant global guidance using the optimal labels of the previous level. The large texture-less regions can be handled effectively by the MRF model on a high level. The advanced 3D continuous labels and a novel support-points regularization are integrated into our framework for stereo matching. We provide a data-level parallelism implementation which is orders of magnitude faster than the best graph cuts (GC) algorithm. The proposed framework, HBP-ISP, outperforms the best GC algorithm on the Middlebury stereo matching benchmark.

19.
ACS Synth Biol ; 12(7): 1908-1923, 2023 07 21.
Artículo en Inglés | MEDLINE | ID: mdl-37404005

RESUMEN

Fungi, particularly filamentous fungi and macrofungi, have a very powerful ability to produce secondary metabolites and can serve as excellent chassis cells for the production of enzymes or natural products of great value in synthetic biology. Thus, it is imperative to establish simple, reliable, and efficient techniques for their genetic modification. However, the heterokaryosis of some fungi and the dominance of nonhomologous end-joining (NHEJ) repair mechanisms in vivo have been greatly affecting the efficiency of fungal gene editing. In recent years, the CRISPR/Cas9 system has been applied as a widely used gene editing technology in life science research and has also played an important role in the genetic modification of filamentous and macrofungi. The various functional components (cas9, sgRNA, promoter, and screening marker) of the CRISPR/Cas9 system and its development, as well as the difficulties and potential of the CRISPR/Cas9 system in filamentous fungus and macrofungi, are the main topics of this paper.


Asunto(s)
Sistemas CRISPR-Cas , ARN Guía de Sistemas CRISPR-Cas , Sistemas CRISPR-Cas/genética , Edición Génica/métodos , Hongos/genética , Genes Fúngicos
20.
Artículo en Inglés | MEDLINE | ID: mdl-37022432

RESUMEN

3D reconstruction and understanding from monocular camera is a key issue in computer vision. Recent learning-based approaches, especially multi-task learning, significantly achieve the performance of the related tasks. However a few works still have limitation in drawing loss-spatial-aware information. In this paper, we propose a novel Joint-confidence-guided network (JCNet) to simultaneously predict depth, semantic labels, surface normal, and joint confidence map for corresponding loss functions. In details, we design a Joint Confidence Fusion and Refinement (JCFR) module to achieve multi-task feature fusion in the unified independent space, which can also absorb the geometric-semantic structure feature in the joint confidence map. We use confidence-guided uncertainty generated by the joint confidence map to supervise the multi-task prediction across the spatial and channel dimensions. To alleviate the training attention imbalance among different loss functions or spatial regions, the Stochastic Trust Mechanism (STM) is designed to stochastically modify the elements of joint confidence map in the training phase. Finally, we design a calibrating operation to alternately optimize the joint confidence branch and the other parts of JCNet to avoid overfiting. The proposed methods achieve state-of-the-art performance in both geometric-semantic prediction and uncertainty estimation on NYU-Depth V2 and Cityscapes.

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