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Refractive Index-Correlated Pseudocoloring for Adaptive Color Fusion in Holotomographic Cytology
Minseok Lee1,2, Tal Lifshitz1,3, Young Ki Lee4,5
1Department of Physics, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea.
Insights
We developed a new refractive index-correlated pseudocoloring (RICP) method to improve thyroid fine-needle aspiration biopsy (FNAB) imaging. RICP enhances subcellular details in cytology images, aiding in the distinction between benign and malignant cells.
Area of Science:
- Biomedical Imaging
- Optical Microscopy
- Cytopathology
Background:
- Conventional bright-field (BF) cytology of thyroid fine-needle aspiration biopsy (FNAB) faces challenges with staining variability and poor subcellular contrast.
- Limited visualization of subcellular structures hinders accurate diagnosis in thyroid FNAB.
Purpose of the Study:
- To introduce a refractive index-correlated pseudocoloring (RICP) framework for enhanced subcellular visualization in thyroid FNAB.
- To integrate quantitative refractive index (RI) maps with BF images for improved diagnostic interpretability.
Main Methods:
- A digital micromirror device (DMD)-based holotomography (HT) system with RGB LED illumination was used for sequential acquisition of RI tomograms and BF images.
- The RICP algorithm adaptively embeds RI-derived structural information into BF images, preserving the original appearance.
- Papanicolaou (PAP)-stained thyroid samples were analyzed using the RICP framework.
Main Results:
- RICP effectively highlighted subcellular features like nucleoli, lipid droplets, and nuclear irregularities in both benign and malignant thyroid clusters.
- Hue-saturation analysis revealed distinct differences between benign and malignant cell clusters.
- Image-fusion metrics and delentropy analysis confirmed systematic changes in structural image content post-fusion, indicating enhanced information.
Conclusions:
- RICP offers a perceptually grounded approach for correlative multimodal visualization in cytology.
- This framework bridges conventional color cytology with quantitative optical imaging, improving diagnostic capabilities.
- The study demonstrates RICP's potential to overcome limitations of traditional BF cytology for thyroid FNAB analysis.
Abstract:
Conventional bright-field (BF) cytology of thyroid fine-needle aspiration biopsy (FNAB) suffers from staining variability and limited subcellular contrast. Here, we present a refractive index-correlated pseudocoloring (RICP) framework that integrates quantitative refractive index (RI) maps obtained by holotomography (HT) with color BF images to enhance subcellular visualization and image interpretability. A digital micromirror device (DMD)-based HT system combined with an RGB LED illumination module enabled sequential acquisition of RI tomograms and BF images from Papanicolaou (PAP)-stained thyroid samples over the same field of view. The RICP algorithm adaptively embeds RI-derived structural information into a complementary hue channel while preserving the overall BF appearance. Applied to benign and malignant thyroid clusters, RICP highlighted subcellular features such as nucleoli, lipid droplets, and nuclear irregularities. Hue-saturation analysis revealed differences between benign and malignant clusters, while complementary image-fusion metrics and delentropy analysis both indicated systematic changes in structural image content after fusion. An ablation analysis further showed that the RI-derived input contributes structural content beyond that obtained when the RI map is replaced by an inverted Value channel of the BF image in HSV space within the same pseudocoloring framework. These results indicate that RICP provides a perceptually grounded approach for correlative multimodal visualization that bridges conventional color cytology and quantitative optical imaging.
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