Applying dual models on optimized LSTM with U-net segmentation for breast cancer diagnosis using mammogram images.

Background Of The Study: Breast cancer is the most fatal disease that widely affects women. When the cancerous lumps grow from the cells of the breast, it causes breast cancer. Self-analysis and regular medical check-ups help for detecting the disease earlier and enhance the survival rate.

RNA-Templated Concatenation of Triplet Nucleic-Acid Probe.

Template-directed synthesis offers several distinct benefits over conventional laboratory creation, including unsurpassed reaction rate and selectivity. Although it is central to many biological processes, such an approach has rarely been applied to the in situ synthesis and recognition of biomedically relevant target. Towards this goal, we report the development of a three-codon nucleic-acid probe containing a C-terminal thioester group and an N-terminal cysteine that is capable of undergoing template-directed oligomerization in the presence of an RNA target and self-deactivation in its absence.

Synthesis of optically pure γPNA monomers: a comparative study.

We report a systematic study examining two synthetic routes, reductive amination and Mitsunobu coupling, for preparation of chiral γ-peptide nucleic acid (γPNA) monomers and oligomers. We found that the reductive amination route is prone to epimerization, even under mild experimental conditions. The extent of epimerization could be minimized by utilizing a bulky protecting group such as PhFl; however, it is difficult to remove in the subsequent oligomer synthesis stage.

Cooperative hybridization of γPNA miniprobes to a repeating sequence motif and application to telomere analysis.

GammaPNA oligomers having one or two repeats of the sequence AATCCC were designed to hybridize to DNA having one or more repeats of the complementary TTAGGG sequence found in the human telomere. UV melting curves and surface plasmon resonance experiments demonstrate high affinity and cooperativity for hybridization of these miniprobes to DNA having multiple complementary repeats. Fluorescence spectroscopy for Cy3-labeled miniprobes demonstrate increases in fluorescence intensity for assembling multiple short probes on a DNA target compared with fewer longer probes.