Mahajan Sai Pooja, Srinivasan Yashes, Labonte Jason W, DeLisa Matthew P, Gray Jeffrey J
Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States.
Department of Bioengineering, University of California, Los Angeles, Los Angeles, California 90095, United States.
ACS Catal. 2021 Mar 5;11(5):2977-2991. doi: 10.1021/acscatal.0c04609. Epub 2021 Feb 19.
The polypeptide -acetylgalactosaminyl transferase (GalNAc-T) enzyme family initiates -linked mucin-type glycosylation. The family constitutes 20 isoenzymes in humans. GalNAc-Ts exhibit both redundancy and finely tuned specificity for a wide range of peptide substrates. In this work, we deciphered the sequence and structural motifs that determine the peptide substrate preferences for the GalNAc-T2 isoform. Our approach involved sampling and characterization of peptide-enzyme conformations obtained from Rosetta Monte Carlo-minimization-based flexible docking. We computationally scanned 19 amino acid residues at positions -1 and +1 of an eight-residue peptide substrate, which comprised a dataset of 361 (19x19) peptides with previously characterized experimental GalNAc-T2 glycosylation efficiencies. The calculations recapitulated experimental specificity data, successfully discriminating between glycosylatable and non-glycosylatable peptides with a probability of 96.5% (ROC-AUC score), a balanced accuracy of 85.5% and a false positive rate of 7.3%. The glycosylatable peptide substrates . peptides with proline, serine, threonine, and alanine at the -1 position of the peptide preferentially exhibited cognate sequon-like conformations. The preference for specific residues at the -1 position of the peptide was regulated by enzyme residues R362, K363, Q364, H365 and W331, which modulate the pocket size and specific enzyme-peptide interactions. For the +1 position of the peptide, enzyme residues K281 and K363 formed gating interactions with aromatics and glutamines at the +1 position of the peptide, leading to modes of peptide-binding sub-optimal for catalysis. Overall, our work revealed enzyme features that lead to the finely tuned specificity observed for a broad range of peptide substrates for the GalNAc-T2 enzyme. We anticipate that the key sequence and structural motifs can be extended to analyze specificities of other isoforms of the GalNAc-T family and can be used to guide design of variants with tailored specificity.
多肽-N-乙酰半乳糖胺基转移酶(GalNAc-T)家族启动O-连接的粘蛋白型糖基化。该家族在人类中由20种同工酶组成。GalNAc-Ts对多种肽底物既表现出冗余性又具有精细调节的特异性。在这项工作中,我们破译了决定GalNAc-T2同工型肽底物偏好性的序列和结构基序。我们的方法涉及对从基于Rosetta蒙特卡罗最小化的柔性对接获得的肽-酶构象进行采样和表征。我们对一个八残基肽底物-1和+1位置的19个氨基酸残基进行了计算扫描,该底物包含一个由361个(19×19)肽组成的数据集,这些肽具有先前表征的实验性GalNAc-T2糖基化效率。计算结果概括了实验特异性数据,成功地区分了可糖基化和不可糖基化的肽,概率为96.5%(ROC-AUC评分),平衡准确率为85.5%,假阳性率为7.3%。可糖基化的肽底物……在肽的-1位置带有脯氨酸、丝氨酸、苏氨酸和丙氨酸的肽优先呈现同源序列样构象。肽-1位置对特定残基的偏好性由酶残基R362、K363、Q364、H365和W331调节,这些残基调节口袋大小和特定的酶-肽相互作用。对于肽的+1位置,酶残基K281和K363与肽+1位置的芳香族氨基酸和谷氨酰胺形成门控相互作用,导致肽结合模式对催化而言并非最优。总体而言,我们的工作揭示了导致GalNAc-T2酶对广泛肽底物观察到精细调节特异性的酶特征。我们预计关键序列和结构基序可扩展用于分析GalNAc-T家族其他同工型的特异性,并可用于指导具有定制特异性的变体设计。