proMAD
proMAD models time-resolved horseradish peroxidase (HRP)-based signal development and quantitatively analyzes protein microarrays, including membrane arrays immobilized by antibodies, to improve densitometric measurement of protein–antibody interactions.
Key Features:
- Kinetic-Based Quantification: Models signal development over time using reaction kinetics of horseradish peroxidase (HRP)-based detection to enable dynamic quantification.
- Exact Membrane Alignment: Uses basic computer vision techniques to ensure accurate alignment of membranes.
- Background Light Estimation: Provides a stable method to estimate background light levels to improve signal detection.
- Self-Referencing Signal Modeling: Creates per-membrane self-referencing models that incorporate reaction kinetics to normalize across experimental variation.
- Densitometric Quantification: Quantifies visual signals from protein–antibody complexes via densitometry informed by kinetic modeling.
Scientific Applications:
- Densitometric Assessment: Improves the reliability and precision of densitometric measurements in protein microarray analysis by accounting for time-resolved signal development.
- Protein Interaction Studies: Enables comparative analysis of protein–antibody interactions on antibody-captured membrane arrays.
- Biomarker Discovery: Supports biomarker discovery by providing more comparable quantitative measurements across experiments.
- Diagnostic Assay Development: Assists development and evaluation of membrane-based diagnostic assays by reducing inter-experimental variability.
Methodology:
Models HRP-based reaction kinetics to fit time-series signal development and derive dynamic quantification; applies basic computer vision algorithms for membrane alignment; estimates background light levels; performs densitometric quantification and per-membrane self-referencing signal modeling.
Topics
Details
- License:
- MIT
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 1/27/2021
Operations
Publications
Jaeschke A, Eckert H, Bray LJ. proMAD: semiquantitative densitometric measurement of protein microarrays. BMC Bioinformatics. 2020;21(1). doi:10.1186/s12859-020-3402-4. PMID:32093608. PMCID:PMC7041094.