Deep Neural Network-Based Automatic Dicentric Chromosome Detection Using a Model Pretrained on Common Objects.

Dicentric chromosome assay (DCA) is one of the cytogenetic dosimetry methods where the absorbed dose is estimated by counting the number of dicentric chromosomes, which is a major radiation-induced change in DNA. However, DCA is a time-consuming task and requires technical expertise. In this study, a neural network was applied for automating the DCA. We used YOLOv5, a one-stage detection algorithm, to mitigate these limitations by automating the estimation of the number of dicentric chromosomes in chromosome metaphase images. YOLOv5 was pretrained on common object datasets. For training, 887 augmented chromosome images were used. We evaluated the model using validation and test datasets with 380 and 300 images, respectively. With pretrained parameters, the trained model detected chromosomes in the images with a maximum F1 score of 0.94 and a mean average precision (mAP) of 0.961. Conversely, when the model was randomly initialized, the training performance decreased, with a maximum F1 score and mAP of 0.82 and 0.873%, respectively. These results confirm that the model could effectively detect dicentric chromosomes in an image. Consequently, automatic DCA is expected to be conducted based on deep learning for object detection, requiring a relatively small amount of chromosome data for training using the pretrained network.

Groebke-Blackburn-Bienaymé Reaction for DNA-Encoded Library Technology.

This study presents a DNA-compatible synthesis of diverse 5-arylimidazo[1,2-a]pyridin-3-amine derivatives using the Suzuki-Miyaura reaction, followed by a Groebke-Blackburn-Bienaymé (GBB) reaction. The GBB reaction demonstrates a wide substrate scope, mild one-pot reaction conditions, and compatibility with subsequent enzymatic ligation, highlighting its potential in DNA-encoded library technology.

DNA-Encoded Library Screening as Core Platform Technology in Drug Discovery: Its Synthetic Method Development and Applications in DEL Synthesis.

DNA-encoded library technology (DELT) was introduced to our medicinal chemistry society more than 20 years ago. The application of DELT in the development of clinical candidates has been actively reported in the literature recently. A few representative examples include RIP1K inhibitors for inflammatory diseases and sEH inhibitors for endothelial dysfunction or abnormal tissue repair, among many others. Here, the authors would like to recall the recent developments in on-DNA synthetic methodologies for DEL construction and to analyze recent examples in the literature of DELT-based drug development efforts pursued in both the academic and industrial sectors. With this perspective, we hope to provide a useful summary of recent DELT-based drug discovery research and to discuss the future scope of DELT in medicinal chemistry.

The linkers in fluorene-labeled 2'-deoxyuridines affect fluorescence discriminating phenomena upon duplex formation.

Three fluorene-labeled 2'-deoxyuridines that differ in terms of their linkers-UF (without linker), UFL (with ethynyl linker), and UDF (with diethynyl linker)-have been introduced at the central positions of oligodeoxynucleotides to examine the effects that their linkers have on the fluorescence emission properties upon duplex formation with fully matched and single-base-mismatched targets. Here, we describe the influence of the linkers on the emission behavior, the intramolecular electron transfer between the fluorene moiety and the uracil base after photoexcitation, and the structural stability upon duplex formation. The probe containing the UFL residue (with an ethynyl linker) and cytosine residues as flanking bases exhibited the greatest fluorescence turn-on selective behavior toward the perfectly matched target.

Synthesis and Biological Evaluation of BODIPY-PF-543.

Sphingosine-1-phosphate (S1P) regulates the proliferation of various cells and promotes the growth of cancer cells. Sphingosine kinase (SK), which transforms sphingosine into S1P, has two isotypes: SK1 and SK2. To date, both isotypes are known to be involved in the proliferation of cancer cells. PF-543, an SK1 inhibitor developed by Pfizer, strongly inhibits SK1. However, despite its strong SK1 inhibitory effect, PF-543 shows low anticancer activity in vitro. Therefore, additional biological evidence on the anticancer activity of SK1 inhibitor is required. The present study aimed to investigate the intracellular localization of PF-543 and identify its association with anticancer activity by introducing a fluoroprobe into PF-543. Boron-dipyrromethene (BODIPY)-introduced PF-543 has a similar SK1 inhibitory effect as PF-543. These results indicate that the introduction of BODIPY does not significantly affect the inhibitory effect of SK1. In confocal microscopy after BODIPY-PF-543 treatment, the compound was mainly located in the cytosol of the cells. This study demonstrated the possibility of introducing fluorescent material into an SK inhibitor and designing a synthesized compound that is permeable to cells while maintaining the SK inhibitory effect.

Synthesis of dansyl labeled sphingosine kinase 1 inhibitor.

PF-543 is a non-sphingosine analogue with inhibitory effect against SK1, based on a Ki of 4.3 nM and 130-fold selectivity for SK1 over SK2. Since the development of PF-543, animal studies demonstrated its valuable role in multiple sclerosis, myocardial infarction, and colorectal cancer. We synthesized labeled PF-543 for biochemical studies involving SK1. Overall, the 8-step synthetic route used 3,5-dimethylphenol as the starting material. A docking study of SK1 and SK1 inhibitory activity confirmed the structural similarity between the synthetic dansyl-PF-543 and PF-543. We also provide fluorescence spectra of dansyl-PF-543.

Single-Labeled Oligonucleotides Showing Fluorescence Changes Upon Hybridization with Target Nucleic Acids.

Sequence-specific detection of nucleic acids has been intensively studied in the field of molecular diagnostics. In particular, the detection and analysis of single-nucleotide polymorphisms (SNPs) is crucial for the identification of disease-causing genes and diagnosis of diseases. Sequence-specific hybridization probes, such as molecular beacons bearing the fluorophore and quencher at both ends of the stem, have been developed to enable DNA mutation detection. Interestingly, DNA mutations can be detected using fluorescently labeled oligonucleotide probes with only one fluorophore. This review summarizes recent research on single-labeled oligonucleotide probes that exhibit fluorescence changes after encountering target nucleic acids, such as guanine-quenching probes, cyanine-containing probes, probes containing a fluorophore-labeled base, and microenvironment-sensitive probes.

5-Bromo-4',5'-bis(dimethylamino)fluorescein: Synthesis and Photophysical Studies.

In this study, three new fluorescein derivatives-5-bromo-4',5'-dinitrofluorescein (BDNF), 5-bromo-4',5'-diaminofluorescein (BDAF), and 5-bromo-4',5'-bis(dimethylamino)fluorescein (BBDMAF)-were synthesized and their pH-dependent protolytic equilibria were investigated. In particular, BBDMAF exhibited pH-dependent fluorescence, showing strong emission only at pH 3-6. BBDMAF bears a bromine moiety and thus, can be used in various cross-coupling reactions to prepare derivatives and take advantage of its unique emission properties. To confirm this, the Suzuki and Sonogashira reactions of BBDMAF with phenylboronic acid and phenylacetylene, respectively, were performed, and the desired products were successfully obtained.

Catalytic enantioselective synthesis of carboxy-substituted 2-isoxazolines by cascade oxa-Michael-cyclization.

An efficient quinidine-based phase-transfer-catalyzed enantioselective cascade oxa-Michael-cyclization reaction of hydroxylamine with various ß-carboxy-substituted α,ß-unsaturated ketones has been achieved for the preparation of chiral carboxy-substituted 2-isoxazolines. This cascade reaction provided the desired products in good yields (up to 98%) with excellent enantioselectivities (91-96% ee). In addition, the cascade reaction was effectively applied to the first catalytic asymmetric synthesis of the herbicide (S)-methiozolin.

pH-Responsive quencher-free molecular beacon systems containing 2'-deoxyuridine units labeled with fluorene derivatives.

Three fluorescent nucleosides-UFL, UAF, and UDAF, containing fluorene, 2-aminofluorene, and 2-dimethylaminofluorene units, respectively, covalently attached to 2'-deoxyuridine-have been incorporated into the central positions of oligodeoxynucleotides (ODNs) to examine the effects of their flanking bases (FBs) and pH on the emission properties upon hybridization with fully matched and single-base-mismatched targets. The ODN containing UFL and cytosine-FBs in the pH range from 5.5 to 8.0 and the ODN containing UDAF and cytosine-FBs under slightly acidic conditions (pH 6.0-6.5) exhibited dramatic increases in fluorescence only upon duplex formation with their fully matched target DNAs.

Highly efficient quencher-free molecular beacon systems containing 2-ethynyldibenzofuran- and 2-ethynyldibenzothiophene-labeled 2'-deoxyuridine units.

We have prepared two fluorescent DNA probes--UDBF and UDBT, containing 2-ethynyldibenzofuran and 2-ethynyldibenzothiophene moieties, respectively, covalently attached to the base dU--and incorporated them in the central positions of oligodeoxynucleotides (ODNs) so as to develop new types of quencher-free linear beacon probes and investigate the effect of functionalization of the fluorene scaffold on the photophysical properties of the fluorescent ODNs. The ODNs containing adenine flanking bases (FBs) displayed a selective fluorescence "turn-off" response to mismatched targets with guanine bases; this suggests that these probes could be used as base-discriminating fluorescent nucleotides. On the other hand, we observed a "turn-on" response to matched targets when the UDBF and UDBT units of ODNs containing pyrimidine-based FBs were positioned opposite the four natural nucleobases. In particular, an ODN incorporating UDBT and cytosine FBs has potential use in single-nucleotide polymorphism typing.

Synthesis and photophysical study of 2'-deoxyuridines labeled with fluorene derivatives.

We examined microenvironment-sensitive fluorescent 2'-deoxyuridines labeled with fluorene derivatives that exhibited solvent-dependent photophysical properties. The high sensitivity of the fluorescence shift and the nucleoside intensity dependence on solvent polarity provided information useful for estimating the polarity of the environment surrounding the fluorescent nucleoside.

Solution structure, mechanism of replication, and optimization of an unnatural base pair.

As part of an ongoing effort to expand the genetic alphabet for in vitro and eventual in vivo applications, we have synthesized a wide variety of predominantly hydrophobic unnatural base pairs and evaluated their replication in DNA. Collectively, the results have led us to propose that these base pairs, which lack stabilizing edge-on interactions, are replicated by means of a unique intercalative mechanism. Here, we report the synthesis and characterization of three novel derivatives of the nucleotide analogue dMMO2, which forms an unnatural base pair with the nucleotide analogue d5SICS. Replacing the para-methyl substituent of dMMO2 with an annulated furan ring (yielding dFMO) has a dramatically negative effect on replication, while replacing it with a methoxy (dDMO) or with a thiomethyl group (dTMO) improves replication in both steady-state assays and during PCR amplification. Thus, dTMO-d5SICS, and especially dDMO-d5SICS, represent significant progress toward the expansion of the genetic alphabet. To elucidate the structure-activity relationships governing unnatural base pair replication, we determined the solution structure of duplex DNA containing the parental dMMO2-d5SICS pair, and also used this structure to generate models of the derivative base pairs. The results strongly support the intercalative mechanism of replication, reveal a surprisingly high level of specificity that may be achieved by optimizing packing interactions, and should prove invaluable for the further optimization of the unnatural base pair.

The effects of unnatural base pairs and mispairs on DNA duplex stability and solvation.

In an effort to develop unnatural DNA base pairs we examined six pyridine-based nucleotides, d3MPy, d4MPy, d5MPy, d34DMPy, d35DMPy and d45DMPy. Each bears a pyridyl nucleobase scaffold but they are differentiated by methyl substitution, and were designed to vary both inter- and intra-strand packing within duplex DNA. The effects of the unnatural base pairs on duplex stability demonstrate that the pyridine scaffold may be optimized for stable and selective pairing, and identify one self pair, the pair formed between two d34DMPy nucleotides, which is virtually as stable as a dA:dT base pair in the same sequence context. In addition, we found that the incorporation of either the d34DMPy self pair or a single d34DMPy paired opposite a natural dA significantly increases oligonucleotide hybridization fidelity at other positions within the duplex. Hypersensitization of the duplex to mispairing appears to result from global and interdependent solvation effects mediated by the unnatural nucleotide(s) and the mispair. The results have important implications for our efforts to develop unnatural base pairs and suggest that the unnatural nucleotides might be developed as novel biotechnological tools, diagnostics, or therapeutics for applications where hybridization stringency is important.

Efforts toward developing probes of protein dynamics: vibrational dephasing and relaxation of carbon-deuterium stretching modes in deuterated leucine.

The spectral position of C-D stretching absorptions in the so-called "transparent window" of protein absorption (1800-2300 cm(-1)) makes them well suited as probes of protein dynamics with high temporal and structural resolution. We have previously incorporated single deuterated amino acids into proteins to site-selectively follow protein folding and ligand binding by steady-state FT IR spectroscopy. Ultimately, our goal is to use C-D bonds as probes in time-resolved IR spectroscopy to study dynamics and intramolecular vibrational energy redistribution (IVR) in proteins. As a step toward this goal, we now present the first time-resolved experiments characterizing the population and dephasing dynamics of selectively excited C-D bonds in a deuterated amino acid. Three differently deuterated, Boc-protected leucines were selected to systematically alter the number of additional C-D bonds that may mediate IVR out of the initially populated bright C-D stretching mode. Three-pulse photon echo experiments show that the steady-state C-D absorption linewidths are broadened by both homogeneous and inhomogeneous effects, and transient grating experiments reveal that IVR occurs on a subpicosecond time scale and is nonstatistical. The results have important implications for the interpretation of steady-state C-D spectra and demonstrate the potential utility of C-D bonds as probes of dynamics and IVR within a protein.

Optimization of an unnatural base pair toward natural-like replication.

Predominantly hydrophobic unnatural nucleotides that selectively pair within duplex DNA as well as during polymerase-mediated replication have recently received much attention as the cornerstone of efforts to expand the genetic alphabet. We recently reported the results of a screen and subsequent lead hit optimization that led to identification of the unnatural base pair formed between the nucleotides dMMO2 and d5SICS. This unnatural base pair is replicated by the Klenow fragment of Escherichia coli DNA polymerase I with better efficiency and fidelity than other candidates reported in the literature. However, its replication remains significantly less efficient than a natural base pair, and further optimization is necessary for its practical use. To better understand and optimize the slowest step of replication of the unnatural base pair, the insertion of dMMO2 opposite d5SICS, we synthesized two dMMO2 derivatives, d5FM and dNaM, which differ from the parent nucleobase in terms of shape, hydrophobicity, and polarizability. We find that both derivatives are inserted opposite d5SICS more efficiently than dMMO2 and that overall the corresponding unnatural base pairs are generally replicated with higher efficiency and fidelity than the pair between dMMO2 and d5SICS. In fact, in the case of the dNaM:d5SICS heteropair, the efficiency of each individual step of replication approaches that of a natural base pair, and the minimum overall fidelity ranges from 10(3) to 10(4). In addition, the data allow us to propose a generalized model of unnatural base pair replication, which should aid in further optimization of the unnatural base pair and possibly in the design of additional unnatural base pairs that are replicated with truly natural-like efficiency and fidelity.

Unnatural substrate repertoire of A, B, and X family DNA polymerases.

As part of an effort to develop unnatural base pairs that are stable and replicable in DNA, we examined the ability of five different polymerases to replicate DNA containing four different unnatural nucleotides bearing predominantly hydrophobic nucleobase analogs. The unnatural pairs were developed based on intensive studies using the Klenow fragment of DNA polymerase I from E. coli (Kf) and found to be recognized to varying degrees. The five additional polymerases characterized here include family A polymerases from bacteriophage T7 and Thermus aquaticus, family B polymerases from Thermococcus litoralis and Thermococcus 9(o)N-7, and the family X polymerase, human polymerase beta. While we find that some aspects of unnatural base pair recognition are conserved among the polymerases, for example, the pair formed between two d3FB nucleotides is typically well recognized, the detailed recognition of most of the unnatural base pairs is generally polymerase dependent. In contrast, we find that the pair formed between d5SICS and dMMO2 is generally well recognized by all of the polymerases examined, suggesting that the determinants of efficient and general recognition are contained within the geometric and electronic structure of these unnatural nucleobases themselves. The data suggest that while the d3FB:d3FB pair is sufficiently well recognized by several of the polymerases for in vitro applications, the d5SICS:dMMO2 heteropair is likely uniquely promising for in vivo use. T7-mediated replication is especially noteworthy due to strong mispair discrimination.

Cholesterol-linked pyrene excimer molecular beacon with enhanced cell permeability.

Covelently labeled pyrene excimer molecular beacon (MB) with cholesterol moiety has been developed for enhanced the cellular delivery of MB.(1) Pyrene units were covalently attached into adenosine and incorporated to oligonucleotides at the complementary locations in opposite strands in the middle positions of hairpin stems. The system behaves as an effective MB that changes color from green to blue upon duplex formation. A cholesterol unit was also attached into a free terminus of one of these hairpins. The cholesterol-linked MBs enhanced the cellular delivery of the MBs and showed similar cell permeability to conventional transfection methods. These structurally simple cholesterol-based MB systems, which can be synthesized very efficiently, have good potential for opening up new and exciting opportunities in the field of in vivo biosensors.