N6-methyladenosine modification of the 5' epsilon structure of the HBV pregenome RNA regulates its encapsidation by the viral core protein.

Hepatitis B virus (HBV) contains a partially double-stranded DNA genome. During infection, its replication is mediated by reverse transcription (RT) of an RNA intermediate termed pregenomic RNA (pgRNA) within core particles in the cytoplasm. An epsilon structural element located in the 5' end of the pgRNA primes the RT activity. We have previously identified the N6-methyladenosine (m6A)-modified DRACH motif at 1905 to 1909 nucleotides in the epsilon structure that affects myriad functions of the viral life cycle. In this study, we investigated the functional role of m6A modification of the 5' ε (epsilon) structural element of the HBV pgRNA in the nucleocapsid assembly. Using the m6A site mutant in the HBV 5' epsilon, we present evidence that m6A methylation of 5' epsilon is necessary for its encapsidation. The m6A modification of 5' epsilon increased the efficiency of viral RNA packaging, whereas the m6A of 3' epsilon is dispensable for encapsidation. Similarly, depletion of methyltransferases (METTL3/14) decreased pgRNA and viral DNA levels within the core particles. Furthermore, the m6A modification at 5' epsilon of HBV pgRNA promoted the interaction with core proteins, whereas the 5' epsilon m6A site-mutated pgRNA failed to interact. HBV polymerase interaction with 5' epsilon was independent of m6A modification of 5' epsilon. This study highlights yet another pivotal role of m6A modification in dictating the key events of the HBV life cycle and provides avenues for investigating RNA-protein interactions in various biological processes, including viral RNA genome encapsidation in the context of m6A modification.

High-throughput optimization of organic carbon provision strategies enables enhanced arachidonic acid production in novel microalgae.

BACKGROUND: Microalgae are potential sustainable resources for the production of value-added chemicals that can be used as biofuels, pharmaceuticals, and nutritional supplements. Arachidonic acid (ARA), a omega-6 fatty acid, plays a crucial role in infant development and immune response, and can be used in cosmetics and pharmaceuticals. Demand for industrial-scale ARA production is continuously increasing because of its broad applicability. To address this demand, there has been a significant shift towards microorganism-based ARA production. To accelerate large-scale ARA production, it is crucial to select suitable strains and establish optimal culture conditions. RESULTS: Here, we isolated a novel microalga Lobosphaera incisa CFRC-1, a valuable strain that holds promise as a feedstock for ARA production. Optimal cultivation conditions were investigated using a high-throughput screening method to enhance ARA production in this novel strain. Out of 71 candidates, four organic carbon substrates were identified that could be utilized by L. incisa CFRC-1. Through flask-scale verification, fructose was confirmed as the optimal organic carbon substrate for promoting microalgal growth, total lipid accumulation, and ARA production. Subsequently, we investigated appropriate substrate concentration and cultivation temperature, confirming that the optimal conditions were 30 g L- 1 of fructose and 27 ℃ of temperature. Under these optimized conditions, biomass and ARA production reached 13.05 ± 0.40 g L- 1 and 97.98 ± 7.33 mg L- 1, respectively, representing 9.6-fold and 5.3-fold increases compared to the conditions before optimization conditions. These results achieved the highest biomass and ARA production in flask-scale cultivation, indicating that our approach effectively improved both production titer and productivity. CONCLUSIONS: This study presents a novel microalgae and optimized conditions for enhancing biomass and ARA production, suggesting that this approach is a practical way to accelerate the production of valuable microalgae-based chemicals. These findings provide a basis for large-scale production of ARA-utilizing microalgae for industrial applications.

Hepatitis B virus X protein recruits methyltransferases to affect cotranscriptional N6-methyladenosine modification of viral/host RNAs.

Chronic hepatitis B virus (HBV) infections are one of the leading causes of cirrhosis and hepatocellular carcinoma. N6-methyladenosine (m6A) modification of cellular and viral RNAs is the most prevalent internal modification that occurs cotranscriptionally. Previously, we reported the dual functional role of m6A modification of HBV transcripts in the viral life cycle. Here, we show that viral HBV X (HBx) protein is responsible for the m6A modifications of viral transcripts. HBV genomes defective in HBx failed to induce m6A modifications of HBV RNAs during infection/transfection, while ectopic expression of HBx restores m6A modifications of the viral RNAs but not the mutant HBx carrying the nuclear export signal. Using chromatin immunoprecipitation assays, we provide evidence that HBx and m6A methyltransferase complexes are localized on the HBV minichromosome to achieve cotranscriptional m6A modification of viral RNAs. HBx interacts with METTL3 and 14 to carry out methylation activity and also modestly stimulates their nuclear import. This role of HBx in mediating m6A modification also extends to host phosphatase and tensin homolog (PTEN) mRNA. This study provides insight into how a viral protein recruits RNA methylation machinery to m6A-modify RNAs.

N6-methyladenosine modification of HCV RNA genome regulates cap-independent IRES-mediated translation via YTHDC2 recognition.

Hepatitis C virus (HCV) infections are associated with the risk of progression to fibrosis, cirrhosis, and hepatocellular carcinoma. The HCV RNA genome is translated by an internal ribosome entry site (IRES)-dependent mechanism. The structure and function of the HCV IRES have been investigated by both biological and biophysical criteria. Recently, the role of N6-methyladenosine (m6A) in cellular RNA and viral transcripts has been intensely investigated. The HCV RNA genome is m6A-methylated, and this modification regulates the viral life cycle. In this study, we investigated the role of m6A modification of the HCV genome in the IRES-dependent translation function by mutating m6A consensus motifs (DRACH) within the IRES element in stem-loop III and IV regions and studied their effect on translation initiation. There are several DRACH motifs within the IRES element. Of these, the DRACH motif at nucleotide (nt) 329-333, located about 7 nt upstream of initiator AUG (iAUG) codon, regulates IRES-mediated translation initiation. Mutational analysis showed that m6A methylation of the adenosine at nt 331 is essential for the IRES-dependent translation. m6A reader protein YTHDC2, containing the RNA helicase domain, recognizes m6A-methylated adenosine at nt 331 and, in concert with the cellular La antigen, supports HCV IRES-dependent translation. The RNA helicase dead YTHDC2 (E332Q) mutant failed to stimulate HCV translation initiation. This report highlights the functional roles of m6A modification and YTHDC2 in the HCV IRES-dependent translation initiation, thus offering alternative therapeutic avenues to interfere with the infectious process.

Recent Methods for Evaluating Crop Water Stress Using AI Techniques: A Review.

This study systematically reviews the integration of artificial intelligence (AI) and remote sensing technologies to address the issue of crop water stress caused by rising global temperatures and climate change; in particular, it evaluates the effectiveness of various non-destructive remote sensing platforms (RGB, thermal imaging, and hyperspectral imaging) and AI techniques (machine learning, deep learning, ensemble methods, GAN, and XAI) in monitoring and predicting crop water stress. The analysis focuses on variability in precipitation due to climate change and explores how these technologies can be strategically combined under data-limited conditions to enhance agricultural productivity. Furthermore, this study is expected to contribute to improving sustainable agricultural practices and mitigating the negative impacts of climate change on crop yield and quality.

Hepatitis B Virus X Protein Expression Is Tightly Regulated by N6-Methyladenosine Modification of Its mRNA.

Hepatitis B virus (HBV) encodes a regulatory protein, termed HBx, that has been intensely studied in the past and shown to play a key role(s) in viral transcription and replication. In addition, a huge body of work exists in the literature related to signal transduction and possible mechanism(s) leading to hepatocarcinogenesis associated with infection. We have previously reported that HBV transcripts are modified by N6-methyladenosine (m6A) at the single consensus DRACH motif at nucleotides (nt) 1905 to 1909 in the epsilon structural element, and this m6A modification affects the HBV life cycle. In this study, we present evidence that additional variants of m6A (DRACH) motifs located within nt 1606 to 1809 correspond to the coding region of HBx mRNA and 3' untranslated region (UTR) of other viral mRNAs. Using the mutants of additional m6A sites in nt 1606 to 1809 and a depletion strategy of m6A methyltransferases (METTL3/14) and reader proteins (YTHDFs), we show that m6A modification at nt 1616, located in the HBx coding region, regulates HBx protein expression. The HBx RNA and protein expression levels were notably increased by the silencing of m6A reader YTHDF2 and methyltransferases as well as the mutation of m6A sites in the HBx coding region. However, other viral protein expression levels were not affected by the m6A modification at nt 1616. Thus, m6A modifications in the HBx open reading frame (ORF) downregulate HBx protein expression, commonly seen during HBV transfections, transgenic mice, and natural infections of human hepatocytes. These studies identify the functional role of m6A modification in the subtle regulation of HBx protein expression consistent with its possible role in establishing chronic hepatitis. IMPORTANCE N6-methyladenosien (m6A) modifications recently have been implicated in the HBV life cycle. Previously, we observed that m6A modification occurs in the adenosine at nt 1907 of the HBV genome, and this modification regulates the viral life cycle. Here, we identified an additional m6A site located in nt 1616 of the HBV genome. This modification negatively affects HBx RNA and protein expression. In the absence of m6A methyltransferases (METTL3/14) and reader protein (YTHDF2), the HBx RNA and protein expression were increased. Using HBV mutants that lack m6A in the HBx coding region, we present the unique positional effects of m6A in the regulation of HBx protein expression.

N6-Methyladenine Modification of Hepatitis Delta Virus Regulates Its Virion Assembly by Recruiting YTHDF1.

Hepatitis delta virus (HDV) is a defective satellite virus that uses hepatitis B virus (HBV) envelope proteins to form its virions and infect hepatocytes via the HBV receptors. Concomitant HDV/HBV infection continues to be a major health problem, with at least 25 million people chronically infected worldwide. N6-methyladenine (m6A) modification of cellular and viral RNAs is the most prevalent internal modification that occurs cotranscriptionally, and this modification regulates various biological processes. We have previously described a wider range of functional roles of m6A methylation of HBV RNAs, including its imminent regulatory role in the encapsidation of pregenomic RNA. In this study, we present evidence that m6A methylation also plays an important role in the HDV life cycle. Using the methylated RNA immunoprecipitation (MeRIP) assay, we identified that the intracellular HDV genome and antigenome are m6A methylated in HDV- and HBV-coinfected primary human hepatocytes and HepG2 cell expressing sodium taurocholate cotransporting polypeptide (NTCP), while the extracellular HDV genome is not m6A methylated. We observed that HDV genome and delta antigen levels are significantly decreased in the absence of METTL3/14, while the extracellular HDV genome levels are increased by depletion of METTL3/14. Importantly, YTHDF1, an m6A reader protein, interacts with the m6A-methylated HDV genome and inhibits the interaction between the HDV genome and antigens. Thus, m6A of the HDV genome negatively regulates virion production by inhibiting the interaction of the HDV genome with delta antigens through the recruitment of YTHDF1. This is the first study that provides insight into the functional roles of m6A in the HDV life cycle. IMPORTANCE The functional roles of N6-methyladenine (m6A) modifications in the HBV life cycle have been recently highlighted. Here, we investigated the functional role of m6A modification in the HDV life cycle. HDV is a subviral agent of HBV, as it uses HBV envelope proteins to form its virions. We found that m6A methylation also occurs in the intracellular HDV genome and antigenome but not in the extracellular HDV genome. The m6A modification of the HDV genome recruits m6A reader protein (YTHDF1) onto the viral genome. The association of YTHDF1 with the HDV genome abrogates the interaction of delta antigens with the HDV genome and inhibits virion assembly. This study describes the unique effects of m6A on regulation of the HDV life cycle.

Development of a Mercury Bromide Birefringence Measurement System Based on Brewster's Angle.

Mercury bromide (Hg2Br2) has been used to develop acousto-optic tunable filters (AOTFs) because it has several advantages, including a high refractive index, a broad optical bandwidth, and a relatively high figure of merit. Therefore, the measurement of its birefringence is a highly important factor for ensuring AOTF quality. However, for single crystals, it is difficult (at the millimeter scale) to quantify the birefringence using an ellipsometer, as this equipment is only designed to conduct measurements on thin films. In this study, a simple birefringence measurement system for Hg2Br2 was developed based on Brewster's angle at the millimeter scale. The planar distributions of the Hg2Br2 crystal along the (100), (010), and (001) planes were used in the experiments. The developed measurement system can measure the reflected light intensity of the Hg2Br2 crystal depending on the incidence angles (rotations at 0.01125° steps) and can calculate the ordinary and extraordinary refractive indices and birefringence. The calculated birefringence of the Hg2Br2 crystal was 0.8548; this value exhibits an error of 0.64% compared with a value of 0.86 reported in the literature. The developed measurement system demonstrates the ability to be used to evaluate the quality of birefringent single crystals.

The RNA Binding Proteins YTHDC1 and FMRP Regulate the Nuclear Export of N6-Methyladenosine-Modified Hepatitis B Virus Transcripts and Affect the Viral Life Cycle.

YTHDC1 and fragile X mental retardation protein (FMRP) bind N6-methyladenosine (m6A)-modified RNAs and facilitate their transport to the cytoplasm. Here, we investigated the role of these proteins in hepatitis B virus (HBV) gene expression and life cycle. We have previously reported that HBV transcripts are m6A methylated, and this modification regulates the viral life cycle. HBV is particularly interesting, as its DNA genome upon transcription gives rise to a pregenomic RNA (pgRNA), which serves as a template for reverse transcription to produce the relaxed circular DNA that transforms into a covalently closed circular DNA (cccDNA). While m6A modification negatively affects RNA stability and translation of viral transcripts, our current results revealed the possibility that it positively affects pgRNA encapsidation in the cytoplasm. Thus, it plays a differential dual role in the virus life cycle. YTHDC1 as well as FMRP recognize m6A-methylated HBV transcripts and facilitate their transport to the cytoplasm. In cells depleted with YTHDC1 or FMRP, viral transcripts accumulate in the nucleus to affect the viral life cycle. Most importantly, the core-associated DNA and subsequent cccDNA syntheses are dramatically affected in FMRP- or YTHDC1-silenced cells. This study highlights the functional relevance of YTHDC1 and FMRP in the HBV life cycle with the potential to arrest liver disease pathogenesis. IMPORTANCE YTHDC1 and FMRP have been recently implicated in the nuclear export of m6A modified mRNAs. Here, we show that FMRP and YTHDC1 proteins bind with m6A-modified HBV transcripts and facilitate their nuclear export. In the absence of FMRP and YTHDC1, HBV transcripts accumulate in the nucleus to reduce reverse transcription in HBV core particles and subsequently the cccDNA synthesis. Our study shows how m6A binding proteins can regulate the HBV life cycle by facilitating the nuclear export of m6A-modified HBV RNA.

Interferon-stimulated gene 20 (ISG20) selectively degrades N6-methyladenosine modified Hepatitis B Virus transcripts.

Interferon (IFN) stimulates a whole repertoire of cellular genes, collectively referred to as ISGs (Interferon-stimulated genes). ISG20, a 3´-5´ exonuclease enzyme, has been previously shown to bind and degrade hepatitis B Virus (HBV) transcripts. Here, we show that the N6-methyladenosine (m6A)-modified HBV transcripts are selectively recognized and processed for degradation by ISG20. Moreover, this effect of ISG20 is critically regulated by m6A reader protein, YTHDF2 (YTH-domain family 2). Previously, we identified a unique m6A site within HBV transcripts and confirmed that methylation at nucleotide A1907 regulates HBV lifecycle. In this report, we now show that the methylation at A1907 is a critical regulator of IFN-α mediated decay of HBV RNA. We observed that the HBV RNAs become less sensitive to ISG20 mediated degradation when methyltransferase enzymes or m6A reader protein YTHDF2 are silenced in HBV expressing cells. By using an enzymatically inactive form ISG20D94G, we further demonstrated that ISG20 forms a complex with m6A modified HBV RNA and YTHDF2 protein. Due to terminal redundancy, HBV genomic nucleotide A1907 position is acquired twice by pregenomic RNA (pgRNA) during transcription and therefore the sites of methylation are encoded within 5´ and 3´ epsilon stem loops. We generated HBV mutants that lack m6A site at either one (5´ or 3´) or both the termini (5´& 3´). Using these mutants, we demonstrated that m6A modified HBV RNAs are subjected to ISG20-mediated decay and propose sequence of events, in which ISG20 binds with YTHDF2 and recognizes m6A-modified HBV transcripts to carry out the ribonuclease activity. This is the first study, which identifies a hitherto unknown role of m6A modification of RNA in IFN-α induced viral RNA degradation and proposes a new role of YTHDF2 protein as a cofactor required for IFN-α mediated viral RNA degradation.

HBV-Induced Increased N6 Methyladenosine Modification of PTEN RNA Affects Innate Immunity and Contributes to HCC.

BACKGROUND AND AIMS: Epitranscriptomic modification of RNA has emerged as the most prevalent form of regulation of gene expression that affects development, differentiation, metabolism, viral infections, and most notably cancer. We have previously shown that hepatitis B virus (HBV) transcripts are modified by N6 methyladenosine (m6 A) addition. HBV also affects m6 A modification of several host RNAs, including phosphatase and tensin homolog (PTEN), a well-known tumor suppressor. PTEN plays a critical role in antiviral innate immunity and the development of hepatocellular carcinoma (HCC). Reports have shown that PTEN controlled interferon regulatory factor 3 (IRF-3) nuclear localization by negative phosphorylation of IRF-3 at Ser97, and PTEN reduced carcinogenesis by inhibiting the phosphatidylinositol-3-kinase (PI3K)/AKT pathway. APPROACH AND RESULTS: Here, we show that HBV significantly increases the m6 A modification of PTEN RNA, which contributes to its instability with a corresponding decrease in PTEN protein levels. This is reversed in cells in which the expression of m6 A methyltransferases is silenced. PTEN expression directly increases activated IRF-3 nuclear import and subsequent interferon synthesis. In the absence of PTEN, IRF-3 dephosphorylation at the Ser97 site is decreased and interferon synthesis is crippled. In chronic HBV patient biopsy samples, m6 A-modified PTEN mRNA levels were uniformly up-regulated with a concomitant decrease of PTEN mRNA levels. HBV gene expression also activated the PI3K/AKT pathway by regulating PTEN mRNA stability in HCC cell lines. CONCLUSIONS: The m6 A epitranscriptomic regulation of PTEN by HBV affects innate immunity by inhibiting IRF-3 nuclear import and the development of HCC by activating the PI3K/AKT pathway. Our studies collectively provide new insights into the mechanisms of HBV-directed immune evasion and HBV-associated hepatocarcinogenesis through m6 A modification of the host PTEN mRNAs.

N6-Methyladenosine modification of hepatitis B and C viral RNAs attenuates host innate immunity via RIG-I signaling.

N6-Methyladenosine (m6A), the methylation of the adenosine base at the nitrogen 6 position, is the most common epitranscriptomic modification of mRNA that affects a wide variety of biological functions. We have previously reported that hepatitis B viral RNAs are m6A-modified, displaying a dual functional role in the viral life cycle. Here, we show that cellular m6A machinery regulates host innate immunity against hepatitis B and C viral infections by inducing m6A modification of viral transcripts. The depletion of the m6A writer enzymes (METTL3 and METTL14) leads to an increase in viral RNA recognition by retinoic acid-inducible gene I (RIG-I), thereby stimulating type I interferon production. This is reversed in cells in which m6A METTL3 and METTL14 are overexpressed. The m6A modification of viral RNAs renders RIG-I signaling less effective, whereas single nucleotide mutation of m6A consensus motif of viral RNAs enhances RIG-I sensing activity. Importantly, m6A reader proteins (YTHDF2 and YTHDF3) inhibit RIG-I-transduced signaling activated by viral RNAs by occupying m6A-modified RNAs and inhibiting RIG-I recognition. Collectively, our results provide new insights into the mechanism of immune evasion via m6A modification of viral RNAs.

Regulation of La/SSB-dependent viral gene expression by pre-tRNA 3' trailer-derived tRNA fragments.

tRNA-derived RNA fragments (tRFs) have emerged as a new class of functional RNAs implicated in cancer, metabolic and neurological disorders, and viral infection. Yet our understanding of their biogenesis and functions remains limited. In the present study, through analysis of small RNA profile we have identified a distinct set of tRFs derived from pre-tRNA 3' trailers in the hepatocellular carcinoma cell line Huh7. Among those tRFs, tRF_U3_1, which is a 19-nucleotide-long chr10.tRNA2-Ser(TGA)-derived trailer, was expressed most abundantly in both Huh7 and cancerous liver tissues, being present primarily in the cytoplasm. We show that genetic loss of tRF_U3_1 does not affect cell growth and it is not involved in Ago2-mediated gene silencing. Using La/SSB knockout Huh7 cell lines, we demonstrate that this nuclear-cytoplasmic shuttling protein directly binds to the 3' U-tail of tRF_U3_1 and other abundantly expressed trailers and plays a critical role in their stable cytoplasmic accumulation. The pre-tRNA trailer-derived tRFs capable of sequestering the limiting amounts of La/SSB in the cytoplasm rendered cells resistant to various RNA viruses, which usurp La/SSB with RNA chaperone activity for their gene expression. Collectively, our results establish the trailer-derived tRF-La/SSB interface, regulating viral gene expression.

N6-methyladenosine modification of hepatitis B virus RNA differentially regulates the viral life cycle.

N6-methyladenosine (m6A) RNA methylation is the most abundant epitranscriptomic modification of eukaryotic messenger RNAs (mRNAs). Previous reports have found m6A on both cellular and viral transcripts and defined its role in regulating numerous biological processes, including viral infection. Here, we show that m6A and its associated machinery regulate the life cycle of hepatitis B virus (HBV). HBV is a DNA virus that completes its life cycle via an RNA intermediate, termed pregenomic RNA (pgRNA). Silencing of enzymes that catalyze the addition of m6A to RNA resulted in increased HBV protein expression, but overall reduced reverse transcription of the pgRNA. We mapped the m6A site in the HBV RNA and found that a conserved m6A consensus motif situated within the epsilon stem loop structure, is the site for m6A modification. The epsilon stem loop is located in the 3' terminus of all HBV mRNAs and at both the 5' and 3' termini of the pgRNA. Mutational analysis of the identified m6A site in the 5' epsilon stem loop of pgRNA revealed that m6A at this site is required for efficient reverse transcription of pgRNA, while m6A methylation of the 3' epsilon stem loop results in destabilization of all HBV transcripts, suggesting that m6A has dual regulatory function for HBV RNA. Overall, this study reveals molecular insights into how m6A regulates HBV gene expression and reverse transcription, leading to an increased level of understanding of the HBV life cycle.

Hyperspectral Shortwave Infrared Image Analysis for Detection of Adulterants in Almond Powder with One-Class Classification Method.

The widely used techniques for analyzing the quality of powdered food products focus on targeted detection with a low-throughput screening of samples. Owing to potentially significant health threats and large-scale adulterations, food regulatory agencies and industries require rapid and non-destructive analytical techniques for the detection of unexpected compounds present in products. Accordingly, shortwave-infrared hyperspectral imaging (SWIR-HSI) for high throughput authenticity analysis of almond powder was investigated in this study. Two different varieties of almond powder, adulterated with apricot and peanut powder at different concentrations, were imaged using the SWIR-HSI system. A one-class classifier technique, known as data-driven soft independent modeling of class analogy (DD-SIMCA), was used on collected data sets of pure and adulterated samples. A partial least square regression (PLSR) model was further developed to predict adulterant concentrations in almond powder. Classification results from DD-SIMCA yielded 100% sensitivity and 89-100% specificity for different validation sets of adulterated samples. The results obtained from the PLSR analysis yielded a high determination coefficient (R2) and low error values (<1%) for each variety of almond powder adulterated with apricot; however, a relatively higher error rates of 2.5% and 4.4% for the two varieties of almond powder adulterated with peanut powder, which indicates the performance of quantitative analysis model could vary with sample condition, such as variety, originality, etc. PLSR-based concentration mapped images visually characterized the adulterant (apricot) concentration in the almond powder. These results demonstrate that the SWIR-HSI technique combined with the one-class classifier DD-SIMCA can be used effectively for a high-throughput quality screening of almond powder regarding potential adulteration.

Classification of Watermelon Seeds Using Morphological Patterns of X-ray Imaging: A Comparison of Conventional Machine Learning and Deep Learning.

In this study, conventional machine learning and deep leaning approaches were evaluated using X-ray imaging techniques for investigating the internal parameters (endosperm and air space) of three cultivars of watermelon seed. In the conventional machine learning, six types of image features were extracted after applying different types of image preprocessing, such as image intensity and contrast enhancement, and noise reduction. The sequential forward selection (SFS) method and Fisher objective function were used as the search strategy and feature optimization. Three classifiers were tested (linear discriminant analysis (LDA), quadratic discriminant analysis (QDA), and k-nearest neighbors algorithm (KNN)) to find the best performer. On the other hand, in the transfer learning (deep learning) approaches, simple ConvNet, AlexNet, VGG-19, ResNet-50, and ResNet-101 were used to train the dataset and class prediction of the seed. For the supervised model development (both conventional machine learning and deep learning), the germination test results of the samples were used where the seeds were divided into two classes: (1) normal viable seeds and (2) nonviable and abnormal viable seeds. In the conventional classification, 83.6% accuracy was obtained by LDA using 48 features. ResNet-50 performed better than other transfer learning architectures, with an 87.3% accuracy which was the highest accuracy in all classification models. The findings of this study manifested that transfer learning is a constructive strategy for classifying seeds by analyzing their morphology, where X-ray imaging can be adopted as a potential imaging technique.

Pb(Mg1/3Nb2/3)-PbTiO3-Based Ultrasonic Transducer for Detecting Infiltrated Water in Pressurized Water Reactor Fuel Rods.

In this study, a high-sensitivity Pb( Mg 1 / 3 Nb 2 / 3 ) O 3 - PbTiO 3 (PMN-PT)-based ultrasonic transducer was developed for detecting defective pressurized water reactor (PWR) fuel rods. To apply the PMN-PT substance to nuclear power plant facilities, given the need to guarantee their robustness against radioactive materials, the effects of neutron irradiation on PMN-PT were investigated. As a result, the major piezo-electric constants of PMN-PT, such as the electrical impedance, dielectric constant, and piezo-electric charge constant, were found to vary within acceptable ranges. This means that the PMN-PT could be used as the piezo-electric material in the ultrasonic transducer for nuclear power plants. The newly developed ultrasonic transducer was simulated using a modified KLM model for the through-transmission method and fabricated under the same conditions as in the simulation. The through-transmitted waveforms of normal and defective PWR fuel rods were obtained and compared with simulated results in the time and frequency domains. The response waveforms of the newly developed ultrasonic transducer for pressurized water reactor (PWR) fuel rods showed good agreement with the simulation outcome and could clearly detect defective specimens with high sensitivity.

Hepatitis C Virus Core Protein Promotes miR-122 Destabilization by Inhibiting GLD-2.

The liver-specific microRNA miR-122, which has essential roles in liver development and metabolism, is a key proviral factor for hepatitis C virus (HCV). Despite its crucial role in the liver and HCV life cycle, little is known about the molecular mechanism of miR-122 expression regulation by HCV infection. Here, we show that the HCV core protein downregulates the abundance of miR-122 by promoting its destabilization via the inhibition of GLD-2, a non-canonical cytoplasmic poly(A) polymerase. The decrease in miR-122 expression resulted in the dysregulation of the known functions of miR-122, including its proviral activity for HCV. By high-throughput sequencing of small RNAs from human liver biopsies, we found that the 22-nucleotide (nt) prototype miR-122 is modified at its 3' end by 3'-terminal non-templated and templated nucleotide additions. Remarkably, the proportion of miR-122 isomers bearing a single nucleotide tail of any ribonucleotide decreased in liver specimens from patients with HCV. We found that these single-nucleotide-tailed miR-122 isomers display increased miRNA activity and stability over the 22-nt prototype miR-122 and that the 3'-terminal extension is catalyzed by the unique terminal nucleotidyl transferase activity of GLD-2, which is capable of adding any single ribonucleotide without preference of adenylate to the miR-122 3' end. The HCV core protein specifically inhibited GLD-2, and its interaction with GLD-2 in the cytoplasm was found to be responsible for miR-122 downregulation. Collectively, our results provide new insights into the regulatory role of the HCV core protein in controlling viral RNA abundance and miR-122 functions through miR-122 stability modulation.

Generation of New Complestatin Analogues by Heterologous Expression of the Complestatin Biosynthetic Gene Cluster from Streptomyces chartreusis AN1542.

The heterologous expression of the biosynthetic gene cluster (BGC) of natural products enables the production of complex metabolites in a well-characterized host, and facilitates the generation of novel analogues by the manipulation of the genes. However, the BGCs of glycopeptides such as vancomycin, teicoplanin, and complestatin are usually too large to be directly cloned into a single cosmid. Here, we describe the heterologous expression of the complestatin BGC. The 54.5 kb cluster was fully reconstituted from two overlapping cosmids into one cosmid by λ-RED recombination-mediated assembly. Heterologous expression of the assembled gene cluster in Streptomyces lividans TK24 resulted in the production of complestatin. Deletion of cytochrome P450 monooxygenase genes (open reading frames 10 and 11) and heterologous expression of the modified clusters led to the production of two new monocyclic and linear derivatives, complestatins M55 and S56.

Isolation of Coralmycins A and B, Potent Anti-Gram Negative Compounds from the Myxobacteria Corallococcus coralloides M23.

Two new potent anti-Gram negative compounds, coralmycins A (1) and B (2), were isolated from cultures of the myxobacteria Corallococcus coralloides M23, together with another derivative (3) that was identified as the very recently reported cystobactamid 919-2. Their structures including the relative stereochemistry were elucidated by interpretation of spectroscopic, optical rotation, and CD data. The relative stereochemistry of 3 was revised to "S*R*" by NMR analysis. The antibacterial activity of 1 was most potent against Gram-negative pathogens, including Escherichia coli, Pseudomonas aeruginosa, Acinetobacter baumanii, and Klebsiella pneumoniae, with MICs of 0.1-4 µg/mL; these MICs were 4-10 and 40-100 times stronger than the antibacterial activities of 3 and 2, respectively. Thus, these data indicated that the ß-methoxyasparagine unit and the hydroxy group of the benzoic acid unit were critical for antibacterial activity.