Power spectrum curve compensation method for image quality enhancement in high-throughput gene sequencing

In high-throughput gene sequencing, the quality of sequencing images is critical for the accuracy of subsequent base calling. However, during practical sequencing processes, the time delay integration (TDI) camera's push-scan imaging often leads to significant degradation of image quality along the push-scan direction. Addressing the current limitations in TDI image restoration research for gene sequencing, this study establishes an imaging spectrum model of sequencing images based on MGI's ultra-high-throughput sequencer. We systematically analyze the causes and intrinsic mechanisms of image quality degradation, with a focus on elucidating the specific impacts of TDI push-scanning on image quality. To enhance TDI sequencing image quality, we compare the differences in power spectral projection curves between stare-mode imaging and TDI push-scan imaging and propose a power spectrum curve compensation (PSCC)-based quality optimization method alongside a novel evaluation framework for sequencing image quality. Experimental results demonstrate that compared to original H-channel images from cycle 1 to 50, the energy concentration (1/<i>σ</i>) of the optimized images increases by 9.13% in the TDI direction and 4.64% in the direction perpendicular to TDI. Signal-to-noise ratio (SNR) increases by 6.90% for base A and 4.99% for base C, while base calling accuracy (Q30) improves by 1.67%.

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Publication Details

Journal
Biomedical Optics Express
Published
2025-05-07
DOI
https://doi.org/10.1364/boe.562958
Primary Topic
Cell Image Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

Power spectrum curve compensation method for image quality enhancement in high-throughput gene sequencing

S Duan, Xindong Chen, Jianglan Wang, Xin Zhang et al.
Biomedical Optics Express
Cell Image Analysis Techniques
article

Power spectrum curve compensation method for image quality enhancement in high-throughput gene sequencing

S Duan, Xindong Chen, Jianglan Wang, Xin Zhang, Siyuan Yao, Yu Jiao
article en

Abstract

In high-throughput gene sequencing, the quality of sequencing images is critical for the accuracy of subsequent base calling. However, during practical sequencing processes, the time delay integration (TDI) camera's push-scan imaging often leads to significant degradation of image quality along the push-scan direction. Addressing the current limitations in TDI image restoration research for gene sequencing, this study establishes an imaging spectrum model of sequencing images based on MGI's ultra-high-throughput sequencer. We systematically analyze the causes and intrinsic mechanisms of image quality degradation, with a focus on elucidating the specific impacts of TDI push-scanning on image quality. To enhance TDI sequencing image quality, we compare the differences in power spectral projection curves between stare-mode imaging and TDI push-scan imaging and propose a power spectrum curve compensation (PSCC)-based quality optimization method alongside a novel evaluation framework for sequencing image quality. Experimental results demonstrate that compared to original H-channel images from cycle 1 to 50, the energy concentration (1/<i>σ</i>) of the optimized images increases by 9.13% in the TDI direction and 4.64% in the direction perpendicular to TDI. Signal-to-noise ratio (SNR) increases by 6.90% for base A and 4.99% for base C, while base calling accuracy (Q30) improves by 1.67%.

Biomedical Optics ExpressVol. 16(6)
Chinese Academy of Sciences (CN), Changchun Institute of Optics, Fine Mechanics and Physics (CN), Changchun Institute of Biological Products (CN), University of Chinese Academy of Sciences (CN)
National Key Research and Development Program of China
Openalex Percentile: Top 92%
Cell Image Analysis Techniques
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Power spectrum curve compensation method for image quality enhancement in high-throughput gene sequencing — S Duan, Xindong Chen, et al. · Biomedical Optics Express (2025) | TGRS Research Map | TGRS