HiTIPS: High-Throughput Image Processing Software for the Study of Nuclear Architecture and Gene Expression.
Adib KeikhosraviFaisal AlmansourChristopher H BohrerNadezda A FursovaKrishnendu GuinVarun SoodTom MisteliDaniel R LarsonGianluca PegoraroPublished in: bioRxiv : the preprint server for biology (2023)
High-throughput imaging (HTI) generates complex imaging datasets from a large number of experimental perturbations. Commercial HTI software for image analysis workflows does not allow full customization and adoption of new image processing algorithms in the analysis modules. While open-source HTI analysis platforms provide individual modules in the workflow, like nuclei segmentation, spot detection, or cell tracking, they are often limited in integrating novel analysis modules or algorithms. Here, we introduce the High-Throughput Image Processing Software (HiTIPS) to expand the range and customization of existing HTI analysis capabilities. HiTIPS incorporates advanced image processing and machine learning algorithms for automated cell and nuclei segmentation, spot signal detection, nucleus tracking, spot tracking, and quantification of spot signal intensity. Furthermore, HiTIPS features a graphical user interface that is open to integration of new algorithms for existing analysis pipelines and to adding new analysis pipelines through separate plugins. To demonstrate the utility of HiTIPS, we present three examples of image analysis workflows for high-throughput DNA FISH, immunofluorescence (IF), and live-cell imaging of transcription in single cells. Altogether, we demonstrate that HiTIPS is a user-friendly, flexible, and open-source HTI analysis platform for a variety of cell biology applications.
Keyphrases
- high throughput
- machine learning
- deep learning
- gene expression
- single cell
- high resolution
- stem cells
- mesenchymal stem cells
- photodynamic therapy
- cell proliferation
- dna methylation
- oxidative stress
- rna seq
- induced apoptosis
- big data
- transcription factor
- signaling pathway
- mass spectrometry
- cell death
- high intensity
- endoplasmic reticulum stress
- cell free
- quantum dots
- label free
- loop mediated isothermal amplification