MassImager: A software for interactive and in-depth analysis of mass spectrometry imaging data.
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IF: 6.911
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Cited by: 29
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Abstract

Mass spectrometry imaging (MSI) has become a powerful tool to probe molecule events in biological tissue. However, it is a widely held viewpoint that one of the biggest challenges is an easy-to-use data processing software for discovering the underlying biological information from complicated and huge MSI dataset. Here, a user-friendly and full-featured MSI software including three subsystems, Solution, Visualization and Intelligence, named MassImager, is developed focusing on interactive visualization, in-situ biomarker discovery and artificial intelligent pathological diagnosis. Simplified data preprocessing and high-throughput MSI data exchange, serialization jointly guarantee the quick reconstruction of ion image and rapid analysis of dozens of gigabytes datasets. It also offers diverse self-defined operations for visual processing, including multiple ion visualization, multiple channel superposition, image normalization, visual resolution enhancement and image filter. Regions-of-interest analysis can be performed precisely through the interactive visualization between the ion images and mass spectra, also the overlaid optical image guide, to directly find out the region-specific biomarkers. Moreover, automatic pattern recognition can be achieved immediately upon the supervised or unsupervised multivariate statistical modeling. Clear discrimination between cancer tissue and adjacent tissue within a MSI dataset can be seen in the generated pattern image, which shows great potential in visually in-situ biomarker discovery and artificial intelligent pathological diagnosis of cancer. All the features are integrated together in MassImager to provide a deep MSI processing solution at the in-situ metabolomics level for biomarker discovery and future clinical pathological diagnosis.

Keywords

OrbiSIMS
SIMS
MALDI
MALDI-MSI
Artificial intelligent pathological diagnosis
Data processing software
In-situ biomarker discovery
Interactive visualization
Mass spectrometry imaging

MeSH terms

Animals
Brain
Image Processing, Computer-Assisted
Mass Spectrometry
Multivariate Analysis
Rats
Software

Authors

He, Jiuming
Huang, Luojiao
Tian, Runtao
Li, Tiegang
Sun, Chenglong
Song, Xiaowei
Lv, Yiwei
Luo, Zhigang
Li, Xin
Abliz, Zeper

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