HTSplotter
HTSplotter analyzes high-throughput screening (HTS) datasets to process and normalize measurements, assess dose–response relationships, and evaluate drug synergism for chemical and genetic perturbation experiments.
Key Features:
- Versatile Application: Handles drug screens, drug combination screens, genetic perturbagen screens, and combined genetic–chemical perturbagen screens.
- Real-Time and Endpoint Assays: Processes both real-time (temporal) assays and endpoint assays for comprehensive analysis of temporal and final measurements.
- Automated Data Analysis: Uses a conditional-statement algorithm to automatically identify experiment type and controls.
- Data Normalization and Processing: Performs data normalization including growth rate normalization and structures data for downstream analysis.
- Advanced Analytical Methods: Executes dose–response assessments and drug synergism evaluations using Bliss Independence (BI), Zero Interaction Potency (ZIP), and Highest Single Agent (HAS).
- Comprehensive Visualization and Export: Exports numerical results as text files and saves visual representations as PDF files.
- Automation Efficiency: Automates complex data-processing steps to reduce manual preprocessing and analysis effort.
Scientific Applications:
- Drug discovery: Supports evaluation of compound efficacy and interactions in high-throughput drug screening campaigns.
- Pharmacological studies: Enables dose–response characterization and synergism analysis for pharmacology research.
- Genetic perturbation screening: Analyzes effects of genetic perturbagens alone and in combination with chemical compounds.
- High-throughput assay analysis: Processes large HTS datasets from both temporal (real-time) and endpoint experimental designs.
Methodology:
Automated conditional-statement algorithm to detect experiment type and controls; data normalization including growth rate normalization; dose–response analysis; drug synergism calculations using Bliss Independence (BI), Zero Interaction Potency (ZIP), and Highest Single Agent (HAS); processing of real-time and endpoint assay data; export of results as text files and PDF figures.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python, JavaScript
- Added:
- 2/28/2022
- Last Updated:
- 2/28/2022
Operations
Publications
Nunes C, Anckaert J, De Vloed F, De Wyn J, Durinck K, Vandesompele J, Speleman F, Vermeirssen V. HTSplotter: an end-to-end data processing, analysis and visualisation tool for chemical and genetic <i>in vitro</i> perturbation screening. Unknown Journal. 2021. doi:10.1101/2021.09.06.459128.