Inherent Dynamics Pipeline

The Inherent Dynamics Pipeline is a computational workflow for characterizing intrinsic motions and structural variability in biological molecules, helping researchers relate molecular flexibility to function. It processes structural or simulation data to quantify coordinated movements, identify conformational states, and compare dynamic features across conditions, rather than treating a biomolecule as a rigid structure. In biology, this framework can support analysis of protein flexibility, allostery, molecular recognition, and stability. By organizing dynamic measurements into a reproducible workflow, it helps connect molecular-level motion with experimentally relevant biological mechanisms and functional outcomes.

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Research

JoVE Journal - Biology

Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline

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Cited by 3 •

2021

The Inherent Dynamics Visualizer is an interactive visualization package that connects to a gene regulatory network inference tool for enhanced, streamlined generation of functional network models. The visualizer can be used to make more informed decisions for parameterizing the inference tool, thus increasing confidence in the resulting models.

A Versatile Pipeline for Analyzing Dynamic Changes in Nuclear Bodies in a Variety of Cell Types

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2024

This method describes an immunofluorescence protocol and quantification pipeline for evaluating protein distribution with varied nuclear organization patterns in human T lymphocytes. This protocol provides step-by-step guidance, starting from sample preparation and continuing through the execution of semi-automated analysis in Fiji, concluding with data handling by a Google Colab notebook.

Methods to Study Changes in Inherent Protein Aggregation with Age in Caenorhabditis elegans

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Cited by 7 •

2017

The goal of the method presented here is to explore protein aggregation during normal aging in the model organism C. elegans. The protocol represents a powerful tool to study the highly insoluble large aggregates that form with age and to determine how changes in proteostasis impact protein aggregation.

A Computational Pipeline for Intergenic/Intragenic Enhancer RNA Quantification in Mouse Embryonic Stem Cells

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2025

This protocol provides a streamlined computational pipeline for quantifying nascent enhancer transcripts. By integrating chromatin accessibility, chromatin feature, and transcriptional data, it enables accurate detection and strand-specific analysis of enhancer activity in complex intragenic regions, while remaining accessible to researchers without extensive bioinformatics training.

Dynamic Electrochemical Measurement of Chloride Ions

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Cited by 5 •

2016

Dynamic measurement of chloride ions is presented. Transition time of an Ag/AgCl electrode, during a chronopotentiometric technique, can give the concentration of chloride ions in electrolyte. This method does not require a stable conventional reference electrode.

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