Strategic priorities for transformative progress in advancing biology with proteomics and artificial intelligence
Sun, Yingying, A, Jun, Liu, Zhiwei, Sun, Rui, Qian, Liujia, Payne, Samuel H., Bittremieux, Wout, Ralser, Markus, Li, Chen, Chen, Yi, Dong, Zhen, Perez-Riverol, Yasset, Khan, Asif, Sander, Chris, Aebersold, Ruedi, Vizcaíno, Juan Antonio, Krieger, Jonathan R, Yao, Jianhua, Wen, Han, Zhang, Linfeng, Zhu, Yunping, Xuan, Yue, Sun, Benjamin Boyang, Qiao, Liang, Hermjakob, Henning, Tang, Haixu, Gao, Huanhuan, Deng, Yamin, Zhong, Qing, Chang, Cheng, Bandeira, Nuno, Li, Ming, E, Weinan, Sun, Siqi, Yang, Yuedong, Omenn, Gilbert S., Zhang, Yue, Xu, Ping, Fu, Yan, Liu, Xiaowen, Overall, Christopher M., Wang, Yu, Deutsch, Eric W., Chen, Luonan, Cox, Jürgen, Demichev, Vadim, He, Fuchu, Huang, Jiaxing, Jin, Huilin, Liu, Chao, Li, Nan, Luan, Zhongzhi, Song, Jiangning, Yu, Kaicheng, Wan, Wanggen, Wang, Tai, Zhang, Kang, Zhang, Le, Bell, Peter A., Mann, Matthias, Zhang, Bing, Guo, Tiannan
–arXiv.org Artificial Intelligence
Artificial intelligence (AI) is transforming scientific research, including proteomics. Advances in mass spectrometry (MS)-based proteomics data quality, diversity, and scale, combined with groundbreaking AI techniques, are unlocking new challenges and opportunities in biological discovery. Here, we highlight key areas where AI is driving innovation, from data analysis to new biological insights. These include developing an AI-friendly ecosystem for proteomics data generation, sharing, and analysis; improving peptide and protein identification and quantification; characterizing protein-protein interactions and protein complexes; advancing spatial and perturbation proteomics; integrating multi-omics data; and ultimately enabling AI-empowered virtual cells.
arXiv.org Artificial Intelligence
Feb-21-2025
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