論文 - 詳細
| RRC ID | 71635 |
|---|---|
| 著者 | Wen C, Miura T, Voleti V, Yamaguchi K, Tsutsumi M, Yamamoto K, Otomo K, Fujie Y, Teramoto T, Ishihara T, Aoki K, Nemoto T, Hillman EM, Kimura KD. |
| タイトル | 3DeeCellTracker, a deep learning-based pipeline for segmenting and tracking cells in 3D time lapse images. |
| ジャーナル | Elife |
| Abstract |
Despite recent improvements in microscope technologies, segmenting and tracking cells in three-dimensional time-lapse images (3D + T images) to extract their dynamic positions and activities remains a considerable bottleneck in the field. We developed a deep learning-based software pipeline, 3DeeCellTracker, by integrating multiple existing and new techniques including deep learning for tracking. With only one volume of training data, one initial correction, and a few parameter changes, 3DeeCellTracker successfully segmented and tracked ~100 cells in both semi-immobilized and 'straightened' freely moving worm's brain, in a naturally beating zebrafish heart, and ~1000 cells in a 3D cultured tumor spheroid. While these datasets were imaged with highly divergent optical systems, our method tracked 90-100% of the cells in most cases, which is comparable or superior to previous results. These results suggest that 3DeeCellTracker could pave the way for revealing dynamic cell activities in image datasets that have been difficult to analyze. |
| 巻・号 | 10 |
| 公開日 | 2021-3-30 |
| DOI | 10.7554/eLife.59187 |
| PII | 59187 |
| PMID | 33781383 |
| PMC | PMC8009680 |
| MeSH | Animals Brain / diagnostic imaging Caenorhabditis elegans / cytology Cell Tracking / instrumentation Cell Tracking / methods* Deep Learning* Heart / diagnostic imaging Image Processing, Computer-Assisted / instrumentation Image Processing, Computer-Assisted / methods* Imaging, Three-Dimensional / instrumentation Imaging, Three-Dimensional / methods* Spheroids, Cellular Time-Lapse Imaging / instrumentation Time-Lapse Imaging / methods* Tumor Cells, Cultured Zebrafish |
| IF | 7.08 |
| オルトメトリクス指標 |
オルトメトリクス指標項目
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| 最多言及媒体 | X(Twitter) |
| 各媒体での言及数の合計 | 294 |
| 過去6か月間でのオルトメトリクス指標の変動値 | 0.0 |
| リソース情報 | |
| ヒト・動物細胞 | HeLa(RCB0007) |