PubMed · 10230450
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H D Thames. 1999. [Multivariate analysis--do we understand what we are doing?].. https://pubmed.ncbi.nlm.nih.gov/10230450/
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MOTIVATION: 10x Genomics VisiumHD enables spatial transcriptomics at 2 µm × 2 µm resolution but exhibits slide-specific, non-periodic striping artifacts due to lane-width variability. These multiplicative row/column effects distort bin total counts and can bias downstream analyses. The state-of-the-art destriping approach is the normalization procedure used as a preprocessing step in bin2cell; it applies sequential high-quantile row- then column-wise normalization, which is asymmetric and can introduce edge effects/macro-stripes and distortions of large-scale total-count structure. RESULTS: We propose a statistical destriping approach that leverages nuclei segmentation from the co-registered H&E image. Assuming transcript abundance is constant within each nucleus, we model bin counts with a negative binomial distribution whose mean is a product of a nucleus-specific concentration and row- and column-specific stripe-factors reflecting lane-width variation. We fit all parameters in a generalized linear modeling framework with cross-validated regularization on stripe-factors and iterative dispersion estimation, and use the fitted parameters to correct the observed counts into a destriped image. On synthetic data with known ground truth, our method improves stripe-factor estimation accuracy and reduces error in corrected counts relative to bin2cell and bin2cell-derived baselines. Across four public VisiumHD slides, it consistently lowers striping intensity while substantially better preserving biological signal present in the large-scale global count structure and avoiding the artifacts introduced by other methods. AVAILABILITY AND IMPLEMENTATION: All source code and links to publicly available data used for this study are available at https://github.com/paolamalsot/destriping-GLM.
Replication slippage of DNA polymerases is a potential source of spontaneous genetic rearrangements in prokaryotic and eukaryotic cells. Here we show that different thermostable DNA polymerases undergo replication slippage in vitro, during single-round replication of a single-stranded DNA template carrying a hairpin structure. Low-fidelity polymerases, such as Thermus aquaticus (Taq), high-fidelity polymerases, such as Pyrococcus furiosus (Pfu) and a highly thermostable polymerase from Pyrococcus abyssi (Pyra exo(-)) undergo slippage. Thermococcus litoralis DNA polymerase (Vent) is also able to slip; however, slippage can be inhibited when its strand-displacement activity is induced. Moreover, DNA polymerases that have a constitutive strand-displacement activity, such as Bacillus stearothermophilus DNA polymerase (Bst), do not slip. Polymerases that slip during single-round replication generate hairpin deletions during PCR amplification, with the exception of Vent polymerase because its strand-displacement activity is induced under these conditions. We show that these hairpin deletions occurring during PCR are due to replication slippage, and not to a previously proposed process involving polymerization across the hairpin base.
Mapping predicts that the mitochondrial genome of the liverwort Marchantia polymorpha exists as a circular molecule, although nearly all the mitochondrial DNA (mtDNA) is found as genome-sized and multigenomic molecules in linear and branched form. We used restriction enzymes with one recognition site per genome, end-specific exonucleases and pulsed-field gel electrophoresis (PFGE) to analyze the arrangement of genomic units and the terminal structure of the molecules. We find a head-to-tail arrangement in the concatemers and circular permutation in both the monomeric and multigenomic molecules. The termini contain covalently bound protein at the 5' end and an open (unblocked) 3' end. We find that the standard in-gel procedure used to prepare large DNA molecules for PFGE may introduce extraction artifacts leading to erroneous conclusions about the termini. These artifacts can be reduced by omitting high salt (high EDTA) and protease during mitochondrial lysis. Our results suggest that the mtDNA may use a T4 phage-like mechanism of replication and that the linear molecules may be due to strand breaks mediated by type II topoisomerase.