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Duplex-Indel: a Snakemake pipeline for somatic Indel calling in Tn5 transposase-based duplex sequencing data.

SUMMARY: Duplex-Indel is a novel Snakemake workflow for detecting somatic small insertions and deletions (Indels) from Tn5 transposase-based duplex sequencing data. Duplex-Indel enhances the accuracy of mutation calling at the single-molecule level by requiring consensus support from both DNA strands for each somatic Indel, minimizing confounding from technical artifacts. Duplex-Indel extends somatic mutation calling in Tn5 transposase-based duplex sequencing data to include Indels. We have demonstrated the accuracy and robustness of Duplex-Indel using cancer cell lines. AVAILABILITY AND IMPLEMENTATION: Source code and documentation are available under the MIT license on GitHub at https://github.com/ealee-lab/duplex-indel and archived on Zenodo at https://doi.org/10.5281/zenodo.19228799.

Transposases

Polynucleotide block polymers consisting of a DNA.RNA hybrid joined to a DNA.DNA duplex. Synthesis and characterization of dGn.rCidCk duplexes.

The synthesis of several nucleic acid block polymers of the general type dGn.rCidCk is described. The key steps in this procedure were the joining of dCk oligomers, protected at the 3'-OH with an acetyl group, to rCi oligomers by T4 DNA ligase and the purification of the products by RPC-5 column chromatography. The block polymers were characterized by 20% polyacrylamide gel electrophoresis, UV and CD spectra, analytical Cs2SO4 buoyant density analyses, helix-coil transitions and S1 nuclease studies. NMR studies on one member of this series, dGn.rC11dC16, were reported recently (Selsing, E., Wells, R.D., Early, T.A., and Kearns, D.R. (1978) Nature 275, 249-250). The NMR studies and the results described herein indicate that these block polymers are linear duplexes with two adjoining conformations yet are hydrogen-bonded and base-stacked throughout with minimal disruption of the helix at the junction of the two conformations. Computer model building studies described in the following paper (Selsing, E., Wells, R.D., Alden, C.J., and Arnott, S. (1979) J. Biol. Chem. 254, 5417-5422) predict that these nucleic acids contain a bend at the junction region.

Alkaline Phosphatase

Helix-coil transition of the self-complementary dG-dG-dA-dA-dT-dT-dC-dC duplex.

The helix-coil transition of the octanucleotide self-complementary duplex dG-dG-dA-dA-dT-dT-dC-dC has been monitored at the Watson-Crick protons, the base and sugar nonexchangeable protons and the backbone phosphates by high-resolution nuclear magnetic resonance (NMR) spectroscopy. The melting transition of the octanucleotide monitored by ultraviolet absorbance spectroscopy is characterized by the thermodynamic parameters delta H degree = -216.7 kJ/mol and delta S degree (25 degrees C) = -0.632 KJ mol-1 K-1 in 0.1 M NaCl, 10 mM phosphate solution. Correlation of the transition midpoint values monitored by the ultraviolet absorbance studies at strand concentrations below 0.2 mM and by NMR studies at 5.3 mM suggest that both methods are monitoring the octanucleotide duplex-to-strand transition. The NMR spectra of the Watson-Crick ring NH protons of the octanucleotide duplex have been followed as a function of temperature. The resonance from the terminal dG.dC base pairs broadens out at room temperature while the resonances from the other base pairs broaden simultaneously with the onset of the melting transition. The nonexchangeable base and sugar H-1' protons are resolved in the duplex and strand states and shift as average peaks through the melting transition. The experimental shifts on duplex formation have been compared with calculated values based on ring-current and atomic diamagnetic anisotropy contributions for a B-DNA base-pair-overlap geometry in solution. Several nonexchangeable proton resonances broaden in the fast-exchange region during the duplex-to-strand transition and the excess widths yield a duplex dissociation rate constant for the octanucleotide of 1.9 x 10(3) s-1 at 32 degrees C (fraction of duplex = 0.86) in 0.1 M NaCl, 10 mM phosphate buffer. The 31P resonances of the seven internucleotide phosphates are distributed over 0.6 ppm in the duplex state, shift downfield during the duplex-to-strand transition and undergo additional downfield shifts during the stacked-to-unstacked strand transition with increasing temperature.

Magnetic Resonance Spectroscopy

Total synthesis of the structural gene for the precursor of a tyrosine suppressor transfer RNA from Escherichia coli. 11. Enzymatic joining to form the total DNA duplex.

The DNA duplex corresponding to the entire length (126 nucleotides) of the precursor for an Escherichia coli tyrosine tRNA has been synthesized. Duplex [I] (Sekiya, T., Besmer, P., Takeya, T., and Khorana, H. G.(1976) J. Biol. Chem. 251, 634-641), corresponding to the nucleotide sequence 1-26, containing single-stranded ends and carrying one appropriately labeled 5'-phosphate group, was joined to duplex [II] (Loewen, P. C., Miller, R. C., Panet, A., Sekiya, T., and Khorana, H. G. (1976) J. Biol. Chem. 251, 642-650) (nucleotide sequence 23-66 or 23-60) was phosphorylated with [gamma-33P]ATP at the 5'-OH ends. Duplex [III] (Panet, A., Kleppe, R., Kleppe, K., and Khorana, H. G. (1976) J. Biol. Chem. 251, 651-657) (nucleotide sequence 57-94 (Fig. 2)) was also phosphorylated at 5'-ends with [gamma-33P]ATP and was joined to duplex [IV] (Caruthers, M. H., Kleppe, R., Kleppe, K., and Khorana, H. G. (1976) J. Biol. Chem. 251, 658-666) (nucleotide sequence 90-126) which carried a 33P-labeled phosphate group on nucleotide 90. The joined product, duplex [III + IV] (nucleotide sequence 57-126) was characterized. The latter duplex was joined to the duplex [I + II] to give the total duplex. The latter contains singlestranded ends (nucleotides 1 to 6 and 121 to 126) which can either be "filled in" to produce the completely base-paired duplex or may be used to add the promoter and terminator regions at the appropriate ends.

Base Sequence

Replication of duplex DNA by bacteriophage T7 DNA polymerase and gene 4 protein is accompanied by hydrolysis of nucleoside 5'-triphosphates.

Homogeneous preparations of phage T7 gene 4 protein catalyze the hydrolysis of dNTPs and rNTPs to NDPs and Pi in the presence of single-stranded DNA. Synthesis on single-stranded DNA by T7 DNA polymerase (DNA nucleotidyltransferase; deoxynucleosidetriphosphate:DNA deoxynucleotidyltransferase, EC 2.7.7.7) does not affect the hydrolysis of NTPs by the gene 4 protein. Gene 4 protein does not catalyze the hydrolysis of NTPs in the presence of duplex DNA, nor can T7 DNA polymerase use duplex DNA as a template. However, the two proteins together can replicate duplex DNA and, under these conditions, synthesis is accompanied by hydrolysis of NTPs. During synthesis on duplex templates in the presence of T7 DNA polymerase, gene 4 protein, dNTPs, and rNTPs, 4.2 NTPs are hydrolyzed for each dNMP polymerized. 2'3'-Dideoxy-TTP, an inhibitor of DNA synthesis, inhibits hydrolysis by the gene 4 protein during synthesis on duplex DNA, and beta, gamma-methylene-dTTP, an inhibitor of hydrolysis by the gene 4 protein, stops DNA synthesis on duplex DNA. The multiple activities of gene 4 protein are shown to reside in a single protein molecule.

Coliphages

RNA synthesis of vesicular stomatitis virus. VII. Complete separation of the mRNA's of vesicular stomatitis virus by duplex formation.

Full-length virion RNA and complementary mRNA's of vesicular stomatitis virus can be annealed to each other, digested with RNases, and then separated as five unique duplex RNA molecules on polyacrylamide slab gels. Similar RNA duplexes were detected whether mRNA or virion RNA was the radioactive component and whether the mRNA was synthesized in vitro or in vivo. The sharp banding pattern of these RNA molecules was dependent on treatment with RNase T2, suggesting that removal of poly(A) is necessary. Identification of the coding region contained in each RNA duplex was based on their previous identification as single-stranded mRNA on formamide-containing, polyacrylamide gels. Because the two smallest mRNA'S had not been previously separated, their identification was based on their in vitro transcriptional gene order. In the order of increasing mobilities on the slab gels, the RNA duplexes are identified as the hybrid of the region of the genome RNA hybridized to the complementary mRNA coding for the large protein, the glycoprotein, the nucleocapsid protein, the core-associated NS protein, and the matrix protein (L,G,N,NS, and M). Several lines of evidence support the presence of undegraded complete mRNA, excluding poly(A), in these RNA duplexes. Also, the two smallest mRNA's, separated by duplex formation, were denatured, and their individual oligonucleotide fingerprints were determined. From chemical length determinations, the molecular weights of the mRNA, minus poly(A), are 2.78 X 10(5) and 2.5 X 10(5), respectively, for the mRNA's of the NS and M proteins.

Cell Line

Bleomycin fragmentation of duplex DNA occurs as staggered single-strand scissions.

Electron microscopy of purified full-length linear duplex molecules produced by bleomycin reaction with PM2 DNA revealed low frequencies of closed circular duplex molecules as well as linear duplex molecules with opposed ends (cyclized molecules which have dissociated to yield a gap between the termini). The occurrence of these latter forms indicates that double-strand scissions produced by bleomycin reaction consist of two single-strand scissions which are physically staggered on the complementary strands. Analysis of the temperature dependence for cyclization led to the estimate that an average of 1.7 +/- 0.44 base-pairs (2.6 +/- 0.5 base pairs without base-stacking energies) occur between the staggered breaks. The reassociated termini cannot be ligated with T4 ligase. When PM2 DNA was fragmented at several sites within each molecule, circular duplexes and linear duplexes with opposed ends with a range of sizes from 350 base pairs up to full-length PM2 DNA were observed. Analysis of the frequency distribution of lengths of these fragments indicates that most, if not all, of the specific sites for bleomycin-directed double-strand scissions in PM2 DNA contain representatives of the same two base single-stranded termini.

Bacteriophages

"Maturation" of DNA duplexes.

Reassociation of typical single-copy DNAs, like E. coli DNA, even when performed at relatively low temperatures, results in the formation of perfect duplexes with thermal stability very close to that of the native DNA. In contrast, duplexes of mouse repeated DNA as well as duplexes of Streptomyces DNA prepared under the same conditions, show a low thermal stability and undergo post-reassociation changes upon prolonged incubation. These changes, called "maturation" of the DNA duplexes, result in increasing of their thermal stability. Some of the factors affecting the rate of "maturation" are studied. The implication of the "maturation" process in reassociation analysis and in characterization of the heterogeneity of DNA is discussed.

Animals

Multivalent cations stabilize DNA duplexes beyond charge neutralization.

Multivalent cations are abundant in cells and play essential roles in DNA duplex stability, genome packaging, and DNA-protein interactions. They can also condense DNA, making it challenging to determine their influence on DNA duplex stability. To overcome this challenge, we studied DNA unpeeling at equilibrium under high tension using magnetic tweezers, thereby preventing condensation. Experiments show that DNA duplex stability first increases and then decreases as cation concentration increases and the maximum DNA duplex stability increases with cation valence. The maximum free energy change of DNA was 3.33 k B T/bp for Na+ and increased to 3.98 k B T/bp for protamine, which is a small arginine-rich protein with a highly positive charge (≈21 for salmon sperm), corresponding to a relative increase of 19.5%. Consistently, all-atom molecular dynamics simulations show that higher-valent cations preferentially embed in the minor groove of DNA and clamp the minor groove, in contrast to the major-groove clamping reported for RNA, thereby stabilizing the helix more efficiently. These findings establish a single-molecule framework for quantifying DNA thermodynamics in complex ionic environments, which contributes to understanding ionic control of genome stability and to designing ion-tunable DNA-based nanostructures and delivery systems.

Journal Article

Sugar pucker geometries at the intercalation site of propidium diiodide into miniature RNA and DNA duplexes in solution.

We have evaluated the sugar pucker geometry at the intercalation site of propidium diiodide into the self-complementary dinucleoside monophosphate duplexes cytidylylguanosine and deoxycytidylyldeoxyguanosine as a function of the nucleotide/drug ratio in aqueous solution. Our solution results support the observation by Sobell and coworkers [Sobell, H.M., Tsai, C.C., Jain, S.C. & Gilbert, S.G. (1977) J. Mol. Biol. 114, 333--365] of a C3' endo (3'-5')C2' endo sugar pucker geometry in the 2:2 intercalation complex of ethidium bromide into the iodocytidylylguanosine duplex in the crystalline state. We demonstrate further that the mixed sugar pucker observed for the intercalation of propidium diiodide into the miniature RNA duplex in solution persists in the intercalative complex of this trypanocidal drug into the corresponding miniature DNA duplex in solution.

Deoxyribose

DNA of minute virus of mice: self-priming, nonpermuted, single-stranded genome with a 5'-terminal hairpin duplex.

The genome of the nondefective parvovirus minute virus of mice (MVM) is a linear DNA molecular weight 1.48 x 10(6), which is single stranded for approximately 94% of its length. In contrast to the genomes from defective parvoviruses MVM DNA does not contain a detectable inverted terminal redundancy. A combination of enzymatic and physical techniques has shown that the molecule contains a stable hairpin duplex of approximately 130 base pairs located at the 5' terminus of the genome. MVM DNA is efficiently utilized as a template-primer by a number of DNA polymerases, including reverse transcriptases. Polymerases lacking 5' to 3' exonuclease activity yield a duplex DNA product with a molecular weight 1.96 times that of the viral genome, in which the newly synthesized complementary strand is covalently attached to the template. This duplex contains an internal "nick" that can be sealed by DNA ligase to produce a self-complementary single-strand circle. The MVM DNA duplex is cleaved twice by EcoR-RI restriction endonuclease to yield three distinct fragments in molar amounts. These results suggest that the initiation of DNA synthesis in vitro occurs at a point within 100 bases of the 3' end of the genome, using the 3' terminus of viral DNA as a primer, and that the sequence of nucleotides in the genome is not permuted.

Base Sequence

Automated CEAP Classification of Venous Duplex Reports Using Multimodal Artificial Intelligence.

OBJECTIVE: To develop and internally validate a prototype multimodal artificial intelligence system for automated CEAP (Clinical, Etiological, Anatomical and Pathophysiological) classification of venous duplex ultrasound (VDUS) reports, integrating natural language processing of free-text components with computer vision analysis of hand-drawn anatomical diagrams. METHODS: Single centre retrospective observational study using routinely collected clinical data. One thousand consecutive venous duplex ultrasound reports from Cambridge University Hospitals NHS Foundation Trust, UK (July 2024 - May 2025) were labelled according to the CEAP classification, excluding the Etiological component, which could not be reliably determined from duplex reports alone. Transfer learning was applied using ClinicalBERT for text and MobileNetV3 for diagrammatic data. Clinical classes were predicted from request line text. Text- and image-based pathophysiological models were developed for four anatomical territories (Great Saphenous Vein, Small Saphenous Vein, Deep system, Perforators), combined using late fusion with probability averaging. RESULTS: The clinical CEAP model achieved accuracy of 0.91, macro-F1 of 0.82, and macro-AUC of 0.98. Pathophysiological prediction varied, with text models broadly outperforming image models. Fusion yielded heterogeneous benefits, improving SSV performance but reducing Deep system accuracy. The performance of the final pathophysiological CEAP fusion models varied across anatomical territories: accuracy ranged from 0.70-0.92 and macro-AUC from 0.80-0.92. CONCLUSION: This study demonstrates the feasibility of automated CEAP classification from VDUS reports. Despite class imbalance affecting minority class predictions, the strong discriminatory performance validates this multimodal ML model for extracting clinically meaningful information from real-world data. This approach offers potential, pending external validation, to streamline vascular services through automated triage and guideline-compliant decision making.

Artificial intelligence

Ribose Sugar Alters Conformational Sampling of G⋅T Mismatched Duplex DNA.

Polymerases erroneously incorporate Guanine-Thymine (dG⋅dT) mismatches in genomic DNA that further evades repair by transient sampling of tautomeric/ionic states compromising fidelity of repairing dG⋅dT mismatches. In conjunction, significant frequency of ribose (mis)incorporation in duplex DNA permits for misincorporated-mismatch in the genome. Ribose incorporated G (rG) mismatched with T (rG⋅dT) is the most stable across all misincorporated-mismatch calling into question the conformational consequences of the ribose sugar in addition to the mismatch. In this work, the effects of single rG⋅dT is investigated within a dodecamer DNA duplex employing solution-state NMR spectroscopy, partial anisotropic measurements in conjunction with molecular dynamics simulations to evaluate the impact on base pairs and the overall duplex structure. It is observed that rG⋅dT pairs exhibit enhanced flexibility in both base-pair and sugar dynamics compared to dG⋅dT, and the perturbations are enhanced in comparison to a ribose incorporated adenine-thymine (rA-dT) pair. The structural perturbations compared between rG⋅dT and dG⋅dT provides clues on plausible recognition modes of ribonucleotide excision repair (RER) pathway that looks for misincorporated ribose and mismatch repair (MMR) enzymes that scout for a mismatch.

Ribose

T4 polynucleotide ligase catalyzed joining of short synthetic DNA duplexes at base-paired ends.

The self-complementary octanucleotide dT-A-G-T-A-C-T-A has been synthesized and its sequence confirmed by two-dimensional fingerprinting. Under conditions used for the T4 polynucleotide ligase reaction, this oligonucleotide forms a dimeric duplex which shows a Tm of 18 degrees C. The optimal rate of joining of the 32P-labeled duplex occurs between 12 and 15 degrees C. The rate is highly concentration dependent, as expected for a bimolecular process. Polyacrylamide gel electrophoretic analysis of this reaction shows the presence of products up to 120 nucleotides in length. In a denaturing gel, each product appears as a double band due to the presence of its 5'-adenylylated activated intermediate. Substrates larger than eight base pairs are utilized more rapidly than the eight base pair duplex, indicating that the T4 ligase has a higher affinity for longer substrates. The low level of nicked intermediates suggests that the joining of both strands requires two steps, the rates of which must be similar.

Base Sequence

Sequence specificity of mutagen-nucleic acid complexes in solution: intercalation and mutagen-base pair overlap geometries for proflavine binding to dC-dC-dG-dG and dG-dG-dC-dC self-complementary duplexes.

The complex formed between the mutagen proflavine and the dC-dC-dG-dG and dG-dG-dC-dC self-complementary tetranucleotide duplexes has been monitored by proton high resolution nuclear magnetic resonance spectroscopy in 0.1 M phosphate solution at high nucleotide/drug ratios. The large upfield shifts (0.5 to 0.85 ppm) observed at all the proflavine ring nonexchangeable protons on complex formation are consistent with intercalation of the mutagen between base pairs of the tetranucleotide duplex. We have proposed an approximate overlap geometry between the proflavine ring and nearest neighbor base pairs at the intercalation site from a comparison between experimental shifts and those calculated for various stacking orientations. We have compared the binding of actinomycin D, propidium diiodide, and proflavine to self-complementary tetranucleotide sequences dC-dC-dG-dG and dG-dG-dC-dC by UV absorbance changes in the drug bands between 400 and 500 nm. Actinomycin D exhibits a pronounced specificity for sequences with dG-dC sites (dG-dG-dC-dC), while propidium diiodide and proflavine exhibit a specificity for sequences with dC-dG sites (dC-dC-dG-dG). Actinomycin D binds more strongly than propidium diiodide and proflavine to dC-dG-dC-dG (contains dC-dG and dG-dC binding sites), indicative of the additional stabilization from hydrogen bonding and hydrophobic interactions between the pentapeptide lactone rings of actinomycin D and the base pair edges and sugar-phosphate backbone of the tetranucleotide duplex.

Acridines

"Alternating B-DNA" conformation for the oligo(dG-dC) duplex in high-salt solution.

The high resolution 1H and 31P NMR spectra of the (dG-dC)8 duplex have been recorded in low- and high-salt solutions in order to evaluate the structural aspects of the salt-induced transition of oligo(dG-dC) in solution [Pohl, F. M. & Jovin, T. M. (1972) J. Mol. Biol. 67, 375-396]. The NMR data require that the (dG-dC)8 duplex in 4 M NaCl adopt an "alternating B-DNA" conformation for which the symmetry unit repeats every two base pairs. By contrast, the oligomer duplex in low-salt solution is of the regular B-DNA type in solution. The chemical shift parameters for oligo(dG-dC) in high-salt solution demonstrate that every other glycosidic torsion angle and phosphodiester linkage adopts a different conformation from that observed in regular B-DNA. We demonstrate further that the generation of the "alternating B-DNA" structure is facilitated by introduction of halogen atoms at the 5 position of pyrimidine and that this probably reflects the greater overlap of this position with adjacent base pairs in high salt solution. An "alternating B-DNA" model has recently been proposed for alternating deoxy purine-deoxy pyrimidine polynucleotides based on the x-ray structure of pdA-dT-dA-dT [Klug, A., Jack, A., Viswamitra, M.A., Kennard, O., Shakked, Z. & Steitz, T.A. (1979) J. Mol. Biol., in press].

DNA