Shi Chengyu, Liu Fangzhou, Su Xinwan, Yang Zuozhen, Wang Ying, Xie Shanshan, Xie Shaofang, Sun Qiang, Chen Yu, Sang Lingjie, Tan Manman, Zhu Linyu, Lei Kai, Li Junhong, Yang Jiecheng, Gao Zerui, Yu Meng, Wang Xinyi, Wang Junfeng, Chen Jing, Zhuo Wei, Fang Zhaoyuan, Liu Jian, Yan Qingfeng, Neculai Dante, Sun Qiming, Shao Jianzhong, Lin Weiqiang, Liu Wei, Chen Jian, Wang Liangjing, Liu Yang, Li Xu, Zhou Tianhua, Lin Aifu
The Center for RNA Medicine, International Institutes of Medicine, International School of Medicine, The 4th Affiliated Hospital of Zhejiang University School of Medicine, Yiwu, Zhejiang, China.
MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang, China.
Cell Res. 2025 Mar;35(3):186-204. doi: 10.1038/s41422-024-01059-3. Epub 2025 Jan 10.
The systematic identification and functional characterization of noncanonical translation products, such as novel peptides, will facilitate the understanding of the human genome and provide new insights into cell biology. Here, we constructed a high-coverage peptide sequencing reference library with 11,668,944 open reading frames and employed an ultrafiltration tandem mass spectrometry assay to identify novel peptides. Through these methods, we discovered 8945 previously unannotated peptides from normal gastric tissues, gastric cancer tissues and cell lines, nearly half of which were derived from noncoding RNAs. Moreover, our CRISPR screening revealed that 1161 peptides are involved in tumor cell proliferation. The presence and physiological function of a subset of these peptides, selected based on screening scores, amino acid length, and various indicators, were verified through Flag-knockin and multiple other methods. To further characterize the potential regulatory mechanisms involved, we constructed a framework based on artificial intelligence structure prediction and peptide‒protein interaction network analysis for the top 100 candidates and revealed that these cancer-related peptides have diverse subcellular locations and participate in organelle-specific processes. Further investigation verified the interacting partners of pep1-nc-OLMALINC, pep5-nc-TRHDE-AS1, pep-nc-ZNF436-AS1 and pep2-nc-AC027045.3, and the functions of these peptides in mitochondrial complex assembly, energy metabolism, and cholesterol metabolism, respectively. We showed that pep5-nc-TRHDE-AS1 and pep2-nc-AC027045.3 had substantial impacts on tumor growth in xenograft models. Furthermore, the dysregulation of these four peptides is closely correlated with clinical prognosis. Taken together, our study provides a comprehensive characterization of the noncanonical proteome, and highlights critical roles of these previously unannotated peptides in cancer biology.
对非经典翻译产物(如新型肽段)进行系统鉴定和功能表征,将有助于深入了解人类基因组,并为细胞生物学提供新的见解。在此,我们构建了一个包含11,668,944个开放阅读框的高覆盖度肽段测序参考文库,并采用超滤串联质谱分析法来鉴定新型肽段。通过这些方法,我们从正常胃组织、胃癌组织和细胞系中发现了8945个先前未注释的肽段,其中近一半来源于非编码RNA。此外,我们的CRISPR筛选显示,有1161个肽段参与肿瘤细胞增殖。基于筛选分数、氨基酸长度和各种指标选择的这些肽段的一个子集的存在和生理功能,通过Flag敲入和多种其他方法得到了验证。为了进一步表征潜在的调控机制,我们为排名前100的候选肽构建了一个基于人工智能结构预测和肽-蛋白质相互作用网络分析的框架,结果显示这些与癌症相关的肽具有不同的亚细胞定位,并参与特定细胞器的过程。进一步研究验证了pep1-nc-OLMALINC、pep5-nc-TRHDE-AS1、pep-nc-ZNF436-AS1和pep2-nc-AC027045.3的相互作用伙伴,以及这些肽段分别在线粒体复合物组装、能量代谢和胆固醇代谢中的功能。我们发现pep5-nc-TRHDE-AS1和pep2-nc-AC027045.3在异种移植模型中对肿瘤生长有显著影响。此外,这四种肽段的失调与临床预后密切相关。综上所述,我们的研究对非经典蛋白质组进行了全面表征,并突出了这些先前未注释的肽段在癌症生物学中的关键作用。